{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
    "data = pd.read_csv('testing_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_good = data.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Impute the cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Video Title</th>\n",
       "      <th>Savgol and Color Extraction</th>\n",
       "      <th>HeartPy</th>\n",
       "      <th>CNN</th>\n",
       "      <th>Capture</th>\n",
       "      <th>Body</th>\n",
       "      <th>Actual</th>\n",
       "      <th>Time CNN</th>\n",
       "      <th>Time HeartPy</th>\n",
       "      <th>Time Savgol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Attempt1.mp4</td>\n",
       "      <td>63.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.250</td>\n",
       "      <td>Bad</td>\n",
       "      <td>Resting</td>\n",
       "      <td>56</td>\n",
       "      <td>0.201234</td>\n",
       "      <td>0.004634</td>\n",
       "      <td>0.000229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Attempt2.mp4</td>\n",
       "      <td>76.15</td>\n",
       "      <td>112.50</td>\n",
       "      <td>66.040</td>\n",
       "      <td>Bad</td>\n",
       "      <td>Resting</td>\n",
       "      <td>63</td>\n",
       "      <td>0.168582</td>\n",
       "      <td>0.004562</td>\n",
       "      <td>0.000287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Attempt3.mp4</td>\n",
       "      <td>76.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.950</td>\n",
       "      <td>Bad</td>\n",
       "      <td>Resting</td>\n",
       "      <td>60</td>\n",
       "      <td>0.207128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Attempt4.mp4</td>\n",
       "      <td>110.20</td>\n",
       "      <td>65.45</td>\n",
       "      <td>65.750</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>65</td>\n",
       "      <td>0.196034</td>\n",
       "      <td>0.005799</td>\n",
       "      <td>0.000246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Attempt7.mp4</td>\n",
       "      <td>93.09</td>\n",
       "      <td>68.99</td>\n",
       "      <td>62.500</td>\n",
       "      <td>Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>84</td>\n",
       "      <td>0.168069</td>\n",
       "      <td>0.005823</td>\n",
       "      <td>0.000332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Attempt8.mp4</td>\n",
       "      <td>99.60</td>\n",
       "      <td>103.28</td>\n",
       "      <td>63.290</td>\n",
       "      <td>Good</td>\n",
       "      <td>Exercise</td>\n",
       "      <td>102</td>\n",
       "      <td>0.221452</td>\n",
       "      <td>0.006672</td>\n",
       "      <td>0.000463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Attempt9.mp4</td>\n",
       "      <td>85.38</td>\n",
       "      <td>92.31</td>\n",
       "      <td>70.090</td>\n",
       "      <td>Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>82</td>\n",
       "      <td>0.204475</td>\n",
       "      <td>0.005982</td>\n",
       "      <td>0.000444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Attempt10.mp4</td>\n",
       "      <td>78.97</td>\n",
       "      <td>72.15</td>\n",
       "      <td>64.140</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>77</td>\n",
       "      <td>0.205332</td>\n",
       "      <td>0.006111</td>\n",
       "      <td>0.000318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Attempt11.mp4</td>\n",
       "      <td>77.97</td>\n",
       "      <td>70.65</td>\n",
       "      <td>68.250</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>78</td>\n",
       "      <td>0.060506</td>\n",
       "      <td>0.005540</td>\n",
       "      <td>0.000464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Attempt12.mp4</td>\n",
       "      <td>94.79</td>\n",
       "      <td>65.25</td>\n",
       "      <td>63.480</td>\n",
       "      <td>Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>72</td>\n",
       "      <td>0.059840</td>\n",
       "      <td>0.003572</td>\n",
       "      <td>0.000268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Attempt13.mp4</td>\n",
       "      <td>94.79</td>\n",
       "      <td>100.38</td>\n",
       "      <td>61.324</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>Exercise</td>\n",
       "      <td>104</td>\n",
       "      <td>0.250498</td>\n",
       "      <td>0.005589</td>\n",
       "      <td>0.000300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Attempt14.mp4</td>\n",
       "      <td>87.45</td>\n",
       "      <td>85.71</td>\n",
       "      <td>67.030</td>\n",
       "      <td>Bad</td>\n",
       "      <td>Exercise</td>\n",
       "      <td>81</td>\n",
       "      <td>0.064207</td>\n",
       "      <td>0.003585</td>\n",
       "      <td>0.000382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Attempt15.mp4</td>\n",
       "      <td>125.74</td>\n",
       "      <td>78.26</td>\n",
       "      <td>74.110</td>\n",
       "      <td>Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>77</td>\n",
       "      <td>0.067133</td>\n",
       "      <td>0.005149</td>\n",
       "      <td>0.000256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Attempt16.mp4</td>\n",
       "      <td>64.71</td>\n",
       "      <td>60.00</td>\n",
       "      <td>66.830</td>\n",
       "      <td>Good</td>\n",
       "      <td>Resting</td>\n",
       "      <td>64</td>\n",
       "      <td>0.089175</td>\n",
       "      <td>0.004429</td>\n",
       "      <td>0.000258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Attempt17.mp4</td>\n",
       "      <td>111.54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.260</td>\n",
       "      <td>Bad</td>\n",
       "      <td>Resting</td>\n",
       "      <td>74</td>\n",
       "      <td>0.055201</td>\n",
       "      <td>0.003970</td>\n",
       "      <td>0.000510</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Video Title  Savgol and Color Extraction  HeartPy     CNN    Capture  \\\n",
       "0    Attempt1.mp4                        63.44      NaN  65.250        Bad   \n",
       "1    Attempt2.mp4                        76.15   112.50  66.040        Bad   \n",
       "2    Attempt3.mp4                        76.15      NaN  59.950        Bad   \n",
       "3    Attempt4.mp4                       110.20    65.45  65.750  Very Good   \n",
       "4    Attempt7.mp4                        93.09    68.99  62.500       Good   \n",
       "5    Attempt8.mp4                        99.60   103.28  63.290       Good   \n",
       "6    Attempt9.mp4                        85.38    92.31  70.090       Good   \n",
       "7   Attempt10.mp4                        78.97    72.15  64.140  Very Good   \n",
       "8   Attempt11.mp4                        77.97    70.65  68.250  Very Good   \n",
       "9   Attempt12.mp4                        94.79    65.25  63.480       Good   \n",
       "10  Attempt13.mp4                        94.79   100.38  61.324  Very Good   \n",
       "11  Attempt14.mp4                        87.45    85.71  67.030        Bad   \n",
       "12  Attempt15.mp4                       125.74    78.26  74.110       Good   \n",
       "13  Attempt16.mp4                        64.71    60.00  66.830       Good   \n",
       "14  Attempt17.mp4                       111.54      NaN  63.260        Bad   \n",
       "\n",
       "        Body  Actual  Time CNN  Time HeartPy  Time Savgol   \n",
       "0    Resting      56  0.201234      0.004634      0.000229  \n",
       "1    Resting      63  0.168582      0.004562      0.000287  \n",
       "2    Resting      60  0.207128           NaN      0.000403  \n",
       "3    Resting      65  0.196034      0.005799      0.000246  \n",
       "4    Resting      84  0.168069      0.005823      0.000332  \n",
       "5   Exercise     102  0.221452      0.006672      0.000463  \n",
       "6    Resting      82  0.204475      0.005982      0.000444  \n",
       "7    Resting      77  0.205332      0.006111      0.000318  \n",
       "8    Resting      78  0.060506      0.005540      0.000464  \n",
       "9    Resting      72  0.059840      0.003572      0.000268  \n",
       "10  Exercise     104  0.250498      0.005589      0.000300  \n",
       "11  Exercise      81  0.064207      0.003585      0.000382  \n",
       "12   Resting      77  0.067133      0.005149      0.000256  \n",
       "13   Resting      64  0.089175      0.004429      0.000258  \n",
       "14   Resting      74  0.055201      0.003970      0.000510  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Savgol and Color Extraction Metrics:\n",
      "MAE: 14.95\n",
      "RMSE: 21.70558591699381\n",
      "R-squared (R2): -1.6164980870810086\n",
      "\n",
      "HeartPy Metrics:\n",
      "MAE: 19.93933333333333\n",
      "RMSE: 31.803218600219278\n",
      "R-squared (R2): -4.617195549686527\n",
      "\n",
      "CNN Metrics:\n",
      "MAE: 12.629733333333336\n",
      "RMSE: 17.66177468621618\n",
      "R-squared (R2): -0.7323916211679911\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Calculate metrics for each method\n",
    "methods = ['Savgol and Color Extraction', 'HeartPy', 'CNN']\n",
    "\n",
    "for method in methods:\n",
    "    actual = data['Actual']\n",
    "    predicted = data[method]\n",
    "    \n",
    "    mae = mean_absolute_error(actual, predicted)\n",
    "    rmse = mean_squared_error(actual, predicted, squared=False)  # RMSE\n",
    "    r2 = r2_score(actual, predicted)\n",
    "    \n",
    "    print(f\"{method} Metrics:\")\n",
    "    print(f\"MAE: {mae}\")\n",
    "    print(f\"RMSE: {rmse}\")\n",
    "    print(f\"R-squared (R2): {r2}\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r9Hr9Ees/2Omnn96iBWVPPPEEPvzwQ2zatAmLFy9uMr/7SA79vmnUku/RxreFjzQNp6WO5jkJ9z3V+P1wKKfTCafTqV7WaDTNTgc42HvvvQebzYYDBw5gwYIF2LVrV8gfAb/++iuA4Hzo5tTU1MDtdqO+vr7JaxRo+rptdOjzdODAAVRXV+PFF1/Eiy++eNjPaVzIescdd+CLL77A0KFD0bNnT5x77rm4/PLLccopp6jnPvbYY5g6dSqys7MxePBgjBs3DldeeWWz8/6B4POVlZXV5I/JxrfzD30dHPpcAcHnq/H1fyRXX301Lr74YsiyjOTkZHX+cXPa4mcedWwMt9Sh6fV6DBkyBEOGDMFxxx2H6dOn491338XcuXOxc+dOnH322ejduzeefPJJZGdnQ6/X47///S+eeuqpkFY7EyZMgMlkwjvvvIMRI0bgnXfegSzL6uKHaJs9ezYWLVqEOXPmYPjw4bDb7ZAkCZMnTz5syyCNRnPY2xGHLD45Wr179wYQ7DfcuNgnFrRl94GNGzeqIebHH3/EZZdd1qrPP1xtrfkejbaj+Z564oknMG/ePPVybm5ui/qbHvwHx4QJE9C/f39MmTIF69evhyzL6tfl8ccfb7Y1lcVigdvtPuJ9HerQ56nxvq644opmw/SJJ54IIBjktm3bhk8++QSffvop3nvvPTz33HO499571a/DJZdcgtNOOw0ffPABPv/8czz++ON49NFH8f777zc7mtxax/r679WrF0aNGhWRWoiOBsMtUYPGrgZ79+4FAHz88cfweDz46KOPQkYyvvrqqyafazabcd555+Hdd9/Fk08+ibfffhunnXZayFuZubm5UBQFu3btChnx3LFjR8htdenSBSaTCdu2bWtyP7/88gtkWUZ2dnarHtu///1vTJ06FX/729/UY263+6gb2+fm5gIIjoAdPGJ04MCBFo3uTJgwAfPnz8ebb755xHDbeF/NfT06d+582FHbQz/34Dq9Xi927drVbr+A6+rqMH36dPTt2xcjRozAY489hokTJ4YsQDya6QEt/R5tfIv5p59+anbEsTU1HMtz0hpXXnklTj31VPXy0fzxYbFYMHfuXEyfPh3vvPMOJk+erH49bDZb2O+BtLQ0GI3GJq9RoOnrtjldunSB1WpFIBBo0feb2WzGpZdeiksvvRRerxcXXXQRHnroIdx5553qlJLMzExce+21uPbaa7F//34MGjQIDz30ULPhNjc3F1988QVqa2tDRm9/+eUX9fpoas3PvKN5nVDHwzm31OF89dVXhx2BaJwn2PjWWOPoxaFv4R86n7LRpZdeitLSUrz88svYvHkzLr300pDrG+dLPvfccyHHD90VTaPR4Nxzz8WHH34YMkq1b98+LF68GKeeemqzb+M2R6PRNHnMzz77LAKBQKtup9GoUaOg0+nw7LPPhtxuS3e3Gj58OMaMGYOXX34ZS5YsaXK91+vFrbfeCiD4i/ykk07C66+/HhLGf/rpJ3z++ecYN25c2Dr1ej0WLFgQUucrr7yCmpqaw3aqaAt33HEHiouL8frrr+PJJ59EXl4epk6dCo/Ho57TGAZb8wdHS79Hzz33XFitVsyfP7/JaOTBn2s2mw87TeVQx/KctEb37t0xatQo9ePgt+dbY8qUKejWrZvamWHw4MHo0aMHnnjiiZBpD40a295pNBqMGjUKS5YsCZnjumPHjibzVJuj0WgwadIkvPfee/jpp5+avS8g2K3jYHq9Hn379oUQAj6fD4FAoMnzk5aWhqysrJDvpUM1bqjw97//PeT4U089BUmSIjbie7Ra8zPvaF4n1PFw5JY6nNmzZ8PlcmHixIno3bs3vF4vvvvuO7z99tvIy8tTFxSde+650Ov1mDBhAq655ho4nU689NJLSEtLU0d3DzZu3DhYrVbceuut6i+0gw0ePBiTJk3C008/jYqKCrUVWOM2swePSDz44INYtmwZTj31VFx77bXQarV44YUX4PF48Nhjj7X6MZ933nl44403YLfb0bdvX6xatQpffPHFUbX1AYIjLbfeeivmz5+P8847D+PGjcPGjRuxdOnSFm9o8M9//hPnnnsuLrroIkyYMAFnn302zGYzfv31V/zf//0f9u7dq/a6ffzxxzF27FgMHz4cM2fOVNtO2e32sPvTd+nSBXfeeSfmzZuHMWPG4Pzzz8e2bdvw3HPPYciQISGN5o/Wv//978O2zDrnnHOQnp6OL7/8Es899xzmzp2rtmpatGgRzjjjDNxzzz3q83nSSSdBo9Hg0UcfRU1NDQwGg9q/tjkt/R612Wx46qmn8Kc//QlDhgzB5ZdfjpSUFGzevBkulwuvv/46gOD36Ntvv42bb74ZQ4YMgcViwYQJEw5730f7nESDTqfDjTfeiNtuuw2ffvqp+ofV2LFj0a9fP0yfPh1du3bFnj178NVXX8Fms+Hjjz8GEGwl9/nnn+OUU07BrFmz1JB4wgkntHhL2UceeQRfffUVhg0bhquuugp9+/ZFZWUlNmzYgC+++EJtJ3fuueciIyMDp5xyCtLT07F161b8/e9/x/jx42G1WlFdXY1u3brhD3/4AwYMGACLxYIvvvgCa9euDXlX5lATJkzAmWeeibvvvhuFhYUYMGAAPv/8c3z44YeYM2dOyOKxaGnpz7yjeZ1QB9T+DRqIomvp0qVixowZonfv3sJisQi9Xi969uwpZs+eLfbt2xdy7kcffSROPPFEYTQaRV5ennj00UfFq6++GtJu6mBTpkxRW2kdTl1dnbjuuutEamqq2g5q27ZtAoB45JFHQs7dsGGDGD16tLBYLMJkMokzzzxTfPfddyHntLQVWFVVlZg+fbro3LmzsFgsYvTo0eKXX34Rubm5IW27GltprV279oj3EwgExLx580RmZqZISkoSZ5xxhvjpp5+a3GY4LpdLPPHEE2LIkCHqc9GrVy8xe/bskFZEQgjxxRdfiFNOOUUkJSUJm80mJkyYILZs2RJyzqGtwBr9/e9/F7179xY6nU6kp6eLWbNmNWlDNnLkyCO2YTpYuFZgjV8rh8MhcnNzxaBBg4TP5wv5/JtuuknIsixWrVqlHnvppZdE9+7dhUajCfl65+bmivHjxx+2jtZ8j3700UdixIgR6tdw6NCh4q233lKvdzqd4vLLLxfJyckCgNpO6nCtwIRo2XPS+HU6cOBAyPHmnqtj0dx9CRFs2We328XIkSPVYxs3bhQXXXSR6NSpkzAYDCI3N1dccsklYvny5SGfu3z5cjFw4ECh1+tFjx49xMsvvyxuueUWYTQaQ84D0Gybrn379onrrrtOZGdnC51OJzIyMsTZZ58tXnzxRfWcF154QZx++ulqPT169BC33XabqKmpEUII4fF4xG233SYGDBggrFarMJvNYsCAAeK5554Lua9DW4EJIURtba246aabRFZWltDpdKJXr17i8ccfD2mFFu4xtOR13fh98vjjj4c9r/F+Dm4FJkTLfuYJ0fzrhKiRJESEVogQ0VHZtGkTBg4ciDfffBNTpkyJdjlE1AIXXnghfv75Z7XzAhHFDs65JWpH9fX1TY49/fTTkGUZp59+ehQqIqIjOfR1++uvv+K///0vzjjjjOgURERhcc4tUTt67LHHsH79epx55pnQarVYunQpli5diquvvrrVHRCIqH10794d06ZNU3sjL1y4EHq9Hrfffnu0SyOiw+C0BKJ2tGzZMsybNw9btmyB0+lETk4O/vjHP+Luu++GVsu/NYli0fTp0/HVV1+hrKwMBoMBw4cPx8MPP6wuECSi2MJwS0REREQJg3NuiYiIiChhMNwSERERUcLgJD8E9/4uLS2F1Wrl1n5EREREMUgIgdraWmRlZUGWmx+fZbgFUFpaypXqRERERHGgpKQE3bp1a/Z6hlsAVqsVQPCL1bh/NRERERHFDofDgezsbDW3NYfhFlCnIthsNoZbIiIiohh2pCmkXFBGRERERAmD4ZaIiIiIEgbDLRERERElDIZbIiIiIkoYDLdERERElDAYbomIiIgoYTDcEhEREVHCYLglIiIiooTBcEtERERECYPhloiIiIgSBsMtERERESUMhlsiIiIiShgMt0RERESUMBhuiYiIiChhMNwSERERUcJguCUiIiKihKGNdgFERIlAUQR+LnWg0uVFqkmPflk2yLIU7bKIiDochlsiomP03Y5yLFyxEzv3O+ELCOg0EnqkWTBrZA+M6Nk52uUREbUJRREx+Uc8pyUQER2D73aU464PfsTWvQ6YDVqkWQ0wG7TYurcWd33wI77bUR7tEomIIkpRBA7UelBR5412KYfFcEtEdJQURWDhip1wevzIsBlh1GkgyxKMOg0ybAY4PQEsXLETiiKiXSoRUUQ4PX7srqpHrdsX7VKaxXBLRHSUfi51YOd+J1JMekhS6FtzkiQh2aTDzv1O/FzqiFKFRESR4QsoKKtxY7/DDb+iRLucsDjnlojoKFW6vPAFBPSaw48TGDQyahSBSldsvnVHRHQkQgjU1PtQ5fJBiPh4F4rhlojoKKWa9NBpJHgDCoyypsn1noACnSwh1aSPQnVERMfG7Qug3OmB1x/bI7WH4rQEIqKj1C/Lhh5plsOOaAghUO3yoUeaBf2ybFGqkIio9RoXjJVW18ddsAUYbomIjposS5g1sgcsBg3KHB7U+wJQFIF6XwBlDg8sBg1mjewRk61yiIgOJx4WjB0Jwy0R0TEY0bMzHp7YH30yrXB5/Njv9MDl8aNPphUPT+zPPrdEFBfiacHYkXDOLRHRMRrRszNO7t6JO5QRUdyJxwVjR8JwS0QUAbIsoX83e7TLICJqsXhdMHYkDLdEREREHYjS0KLQUR+/82rDYbglIiIi6iCcHj8qnd64n1cbDsMtERERUYLzBRRUOL1wef3RLqXNMdwSERERJSghBBz1flS6vAmzYOxIGG6JiIiIElCiLhg7EoZbIiIiogSS6AvGjoThloiIiChBdIQFY0fCcEtEREQU5zrSgrEjYbglIiIiimM1Lh+qXF4oHWTB2JEw3BIRERHFoY66YOxIGG6JiIiI4khHXzB2JAy3RERERHGizuNHRQdfMHYkDLdEREREMS6gCFQ4PXB6uGDsSBhuiYiIiGKYw+1DVZ0XAYULxlqC4ZaIiIgoBvkCCsqdHtR7A9EuJa4w3BIRERHFmBqXD5UuLwTbe7Uawy0RERFRjPD6g6O1bh9Ha48Wwy0RERFRDOBobWQw3BIRERFFkdev4IDTAw9HayOC4ZaIiIgoSqpdXlS5fBytjSCGWyIiIqJ25vEHUO70crS2DTDcEhEREbUTIQSqXT5U13O0tq0w3BIRERG1A48/gAO1Hnj93Dq3LTHcEhEREbUhIQSqXD7UcLS2XTDcEhEREbURty+AcidHa9sTwy0RERFRhDWO1la7vNEupcNhuCUiIiKKILcvOLfWF+BobTQw3BIRERFFgBAClXVe1NT7ol1KhyZH886/+eYbTJgwAVlZWZAkCUuWLFGv8/l8uOOOO9C/f3+YzWZkZWXhyiuvRGlpachtVFZWYsqUKbDZbEhOTsbMmTPhdDrb+ZEQERFRR+b2BbC7qp7BNgZENdzW1dVhwIAB+Mc//tHkOpfLhQ0bNuCee+7Bhg0b8P7772Pbtm04//zzQ86bMmUKfv75ZyxbtgyffPIJvvnmG1x99dXt9RCIiIioAxNCoNzpQWl1PachxAhJxEhPCkmS8MEHH+DCCy9s9py1a9di6NChKCoqQk5ODrZu3Yq+ffti7dq1KCgoAAB8+umnGDduHHbv3o2srKwW3bfD4YDdbkdNTQ1sNlskHg4REREluHpvsBNCRw21VqMOXayGdru/lua1qI7ctlZNTQ0kSUJycjIAYNWqVUhOTlaDLQCMGjUKsixj9erVzd6Ox+OBw+EI+SAiIiJqCUUJjtbureFobSyKm3Drdrtxxx134LLLLlPTellZGdLS0kLO02q1SE1NRVlZWbO3NX/+fNjtdvUjOzu7TWsnIiKixFDvDWBPdT0cnFsbs+Ii3Pp8PlxyySUQQmDhwoXHfHt33nknampq1I+SkpIIVElERESJSlEEDtRytDYexHwrsMZgW1RUhC+//DJkjkVGRgb2798fcr7f70dlZSUyMjKavU2DwQCDof3miBAREVH8cnn9KK/1wq8w1MaDmB65bQy2v/76K7744gt06tQp5Prhw4ejuroa69evV499+eWXUBQFw4YNa+9yiYiIKIEoisD+WjfKatwMtnEkqiO3TqcTO3bsUC/v2rULmzZtQmpqKjIzM/GHP/wBGzZswCeffIJAIKDOo01NTYVer0efPn0wZswYXHXVVXj++efh8/lw/fXXY/LkyS3ulEBERER0KI7Wxq+otgL7+uuvceaZZzY5PnXqVNx3333Iz88/7Od99dVXOOOMMwAEN3G4/vrr8fHHH0OWZUyaNAkLFiyAxWJpcR1sBUZEREQAEFAEKuo8cLr90S4l5sVqK7CY6XMbTQy3REREVOfxo9zpQUDp8NGoRWI13Mb8gjIiIiKithRQBCqcHjg9HK1NBAy3RERE1GE5PX5UcLQ2oTDcEhERUYfD0drExXBLREREHQpHaxMbwy0RERF1CAFFoNzpQR1HaxMawy0RERElPI7WdhwMt0RERJSw/AEFFXVejtZ2IAy3RERElJBq3T5U1nk5WtvBMNwSERFRQvEHFJQ7vXB5OVrbETHcEhERUcKodftQ4fRC4QasHRbDLREREcU9jtZSI4ZbIiIiimucW0sHY7glIiKiuMS+tXQ4DLdEREQUd+o8fpSzby0dBsMtERERxQ0hBCrqvHDU+6JdCsUohlsiIiKKC16/gv21bnj9SrRLoRjGcEtEREQxjy2+qKUYbomIiChmCSFQ7vSi1s1pCNQyDLdEREQUk7x+BfscbvgCnIZALcdwS0RERDHH0TANQXAaArUSwy0RERHFDKWhd62TvWvpKDHcEhERUUzw+APY7/BwGgIdE4ZbIiIiirqa+uAWupyGQMeK4ZaIiIiiRlEEDnALXYoghlsiIiKKCrcvgAO1nIZAkcVwS0RERO2uxuVDpYvTECjyGG6JiIio3QQUgQO1Hri8nIZAbYPhloiIiNqF2xfshuBXOA2B2g7DLREREbW5qjovqlzeaJdBHQDDLREREbUZf0DBAacH9d5AtEuhDoLhloiIiNpErTvYuzagcNEYtR+GWyIiIoool9ePyjovvH7OraX2x3BLREREEeH2BVDl8nIKAkUVwy0REREdE69fQbXLCyd3GaMYwHBLRERER8UXUFDl8sLpZqil2MFwS0RERK3iCyiodvng9Pi5wxjFHIZbIiIiahFFEah0eVHrZqil2MVwS0REREfEtl4ULxhuiYiIqFkefwDlTi88PnZAoPjAcEtERERNNE5BcNT7ol0KUasw3BIREVGIOo8fFU4v/Ao3YaD4w3BLREREAICAIlDh9LBfLcU1hlsiIiKC0+NHhdPDBWMU9xhuiYiIOrCAIlDu9KCOo7WUIBhuiSguKYrAz6UOVLq8SDXp0S/LBlmWol0WUVxhey9KRAy3RBR3vttRjoUrdmLnfid8AQGdRkKPNAtmjeyBET07R7s8opjnDygod3rh8nK0lhKPHO0CiIha47sd5bjrgx+xda8DZoMWaVYDzAYttu6txV0f/IjvdpRHu0SimOZw+7C7qp7BlhIWwy0RxQ1FEVi4YiecHj8ybEYYdRrIsgSjToMMmwFOTwALV+yEwrdYiZrwBRTsralHea0HCrfOpQTGcEtEcePnUgd27ncixaSHJIXOr5UkCckmHXbud+LnUkeUKiSKTTX1Puypqke9l7uMUeLjnFsiihuVLi98AQG95vB/lxs0MmoadlUiouBo7YFaD9zcOpc6EIZbIoobqSY9dBoJ3oACo6xpcr0noEAnS0g16aNQHVFsqXH5UOnyQnAKAnUwnJZARHGjX5YNPdIsqHL5mvzCFkKg2uVDjzQL+mXZolQhUfR5/QpKq+tRUedhsKUOieGWiOKGLEuYNbIHLAYNyhwe1PsCUBSBel8AZQ4PLAYNZo3swX631GHVuHzYU13PaQjUoXFaAtFhcIOA2DWiZ2c8PLG/2ue2RhHQyRL6ZFrZ55Y6LK9fwQGnBx6GWiKGW6JDcYOA2DeiZ2ec3L0T/wChDk8IgZp632Gn6hB1VFGdlvDNN99gwoQJyMrKgiRJWLJkScj177//Ps4991x06tQJkiRh06ZNTW7D7XbjuuuuQ6dOnWCxWDBp0iTs27evfR4AJRxuEBA/ZFlC/252jDyuC/p3szPYUodT27AZQ2UdF40RHSyq4baurg4DBgzAP/7xj2avP/XUU/Hoo482exs33XQTPv74Y7z77rtYsWIFSktLcdFFF7VVyZTAuEEAEcUDl9eP3VUuHKj1wBdQol0OUcyJ6rSEsWPHYuzYsc1e/8c//hEAUFhYeNjra2pq8Morr2Dx4sU466yzAACLFi1Cnz598P333+Pkk0+OeM2UuFqzQUD/bvYoVUlEHZXbF0BlnZeLxYiOIK7n3K5fvx4+nw+jRo1Sj/Xu3Rs5OTlYtWpVs+HW4/HA4/Golx0O7mZE3CCAiGKPEAK1Hj9q3X4uFiNqobhuBVZWVga9Xo/k5OSQ4+np6SgrK2v28+bPnw+73a5+ZGdnt3GlFA8O3iDgcLhBABG1F19AQYXTg+JKF8pr2QWBqDXiOtwerTvvvBM1NTXqR0lJSbRLohjADQKIKNo8/gD2OdwoqXShpt6HAOf4E7VaXIfbjIwMeL1eVFdXhxzft28fMjIymv08g8EAm80W8kHEDQKIKFoaQ+2eqnrUefzRLocorsV1uB08eDB0Oh2WL1+uHtu2bRuKi4sxfPjwKFZG8apxg4A+mVa4PH7sd3rg8vjRJ9OKhyf2Z59bIooohlqiyIvqgjKn04kdO3aol3ft2oVNmzYhNTUVOTk5qKysRHFxMUpLSwEEgysQHLHNyMiA3W7HzJkzcfPNNyM1NRU2mw2zZ8/G8OHD2SmBjho3CCCitqY0LE511PuiXQpRwpFEFDs/f/311zjzzDObHJ86dSpee+01vPbaa5g+fXqT6+fOnYv77rsPQHATh1tuuQVvvfUWPB4PRo8ejeeeey7stIRDORwO2O121NTUcIoCERG1KZfXj/JaL/wKe9RSfLMadehiNbTb/bU0r0U13MYKhlsiImprAUWgos4Dp5vTDygxxGq4jes+t0RERPHA6fGjwulh9wOidsBwS0RE1Eb8AQUVdV4uFiNqRwy3REREbaDW7UNlnZejtUTtjOGWiIgogvwBBeVOL1xejtYSRQPDLRERUYQ43D5UOr1QuFabKGoYbomIiI6RL6Cg3OlBvTcQ7VKIOjyGWyIiomNQU+9DVR1Ha4liBcMtERHRUfD6g6O1bh9Ha4liCcMtERFRK7h9AdS6/XB6/OA+SESxh+GWiIjoCHwBBc6GQOsLcNtcoljGcEtERNQMLhQjij8Mt0RERIfh9PhRXuvhQjGiOMNwS0REdBAhBMqdXtS6fdEuhYiOAsMtERFRA48/gP0OD+fVEsUxhlsiIurwhBBw1PtR6fKyAwJRnGO4JSKiDs3p8aOqzsvRWqIEwXBLREQdktsXQGWdl5swECUYhlsiIupQ/AEFlXVeOD3+aJdCRG2A4ZaIiDoMp8ePCqcHAYXzaokSFcMtERElPEURKK/zwOnmaC1RomO4JSKihOb2BXCglu29iDoKhlsiIkpY1S4vqlw+tvci6kAYbomIKOH4AwoOOD2o97ITAlFHw3BLREQJpd4bwP5aNxeNEXVQ8tF+otfrxbZt2+D3c3I+ERHFhso6L/bW1DPYEnVgrQ63LpcLM2fOhMlkQr9+/VBcXAwAmD17Nh555JGIF0hERHQk/oCC0up6VLu80S6FiKKs1eH2zjvvxObNm/H111/DaDSqx0eNGoW33347osUREREdicPtw+6qeu40RkQAjmLO7ZIlS/D222/j5JNPhiRJ6vF+/fph586dES2OiIioOV6/gnKnh6GWiEK0OtweOHAAaWlpTY7X1dWFhF0iIqK2IIRAlcuHmnq2+CKiplo9LaGgoAD/+c9/1MuNgfbll1/G8OHDI1cZERHRIeo8fuyuCs6tZbAlosNp9cjtww8/jLFjx2LLli3w+/145plnsGXLFnz33XdYsWJFW9RIREQdmBACtR4/alw+7jJGREfU6pHbU089FZs2bYLf70f//v3x+eefIy0tDatWrcLgwYPbokYiIuqAFEWg2uVFSWU9yrl9LhG10FFt4tCjRw+89NJLka6FiIgIHn8AtW4/nG4/FE49IKJWavXIrUajwf79+5scr6iogEajiUhRRETUsQghUOv2YU91PfZU1cNR72OwJaKj0uqR2+Ym8Hs8Huj1+mMuiIiIOo5Aw9SDWo7SElGEtDjcLliwAECwO8LLL78Mi8WiXhcIBPDNN9+gd+/eka+QiIgSjhACjno/qlxehloiiqgWh9unnnoKQPAH0vPPPx8yBUGv1yMvLw/PP/985CskIqKEUufxo7LOywViRNQmWhxud+3aBQA488wz8f777yMlJaXNiiIiosTj8QdQWedFvZc7ihElCiFEzG3i1eo5t1999VVb1EFERAlKUQSqXF443H5uvEAU54QQKK50YW1hFTYUV6PO48fHs0+NdlkhjqoV2O7du/HRRx+huLgYXq835Lonn3wyIoUREVH8q/P4UeH0wq9wCgJRvHK6/dhQXIU1hZVYV1iF/bWekOtLq+uRlZwUpeqaanW4Xb58Oc4//3x0794dv/zyC0444QQUFhZCCIFBgwa1RY1ERBRn/AEFFXVe1Hn80S6FiFopoAhs31eLtYWVWFtYha17HVDCvOnyzfYDmDw0p/0KPIJWh9s777wTt956K+bNmwer1Yr33nsPaWlpmDJlCsaMGdMWNRIRURypcfnYBYEozpQ7PVhbWIW1uyqxobgKDnf4P0x7pllwSs/OGHtCBgblxNY6rFaH261bt+Ktt94KfrJWi/r6elgsFtx///244IILMGvWrIgXSUREsc/tC6Dc6YHXzykIRLHO61fw454adXR2V3ld2POTk3QoyEvBkLxUDM5NQapZD6tRhy5WQztV3HKtDrdms1mdZ5uZmYmdO3eiX79+AIDy8vLIVkdERDGvccFYTb0v2qUQUTOEECipqse6hjC7uaQa7jB/iGpkCf2ybBjSEGh7plkgx1hXhOa0OtyefPLJWLlyJfr06YNx48bhlltuwY8//oj3338fJ598clvUSEREMYoLxohil9MTXAi2rrAKawsrsc/hCXt+pt0YHJ3NTcXAnGSYDUfVdyDqWl31k08+CafTCQCYN28enE4n3n77bfTq1YudEoiIOgivX0FlnRcuLxeMEcUKRTQuBKvCusJK/FwafiGYUSvjpJxkDMlLxZC8FHRNToq5nrVHQxJsOgiHwwG73Y6amhrYbLZol0NEFLMURaC63oeaeh971hLFgAqnB+uKqrC2sArri6qOOD2oRxczhuSloiAvBSdk2aHXykd93+0957aleS1i483vv/8+7rvvPvzwww+RukkiIoohTo8flZyCQBRVXr+Cn0prsK4w2Hf2twPhF4LZjFoMzk3B0PxUFOSmoJMl9haARVqrwu0LL7yAZcuWQa/X48Ybb8SwYcPw5Zdf4pZbbsH27dtx5ZVXtlWdREQUJW5fcNtct4/b5hK1NyEE9lTXB9t0FVZiU3H4hWCyBPTNtGFIfnCqQa80KzRy/E81aI0Wh9tHHnkE9957L0488UT88ssv+PDDD3H33Xfj2WefxY033ohrrrkGKSmx1eeMiIiOni+goKrOCyc3YiBqVy6vHxuLq9VAu7fGHfb8NKshODKbl4JB2SmwGONzIViktPjRL1q0CC+99BKmTp2K//3vfxg5ciS+++477NixA2azuS1rJCKidhRoaO1V6/ZzXi1RO1CEwI79TnWqwc+lDgTCrAQzaGUMyE4OtunKTUV2amIsBIuUFofb4uJinHXWWQCA0047DTqdDvPmzWOwJSJKEL6Aglq3H456H3cXI2pjlXVerCsKdjVYX1SFKlf4hWD5nc0oaJg727/rsS0ES3QtDrcejwdGo1G9rNfrkZqa2iZFERFR+6nz+FHr9rOtF1Eb8gUU/FzqUHcE27HfGfZ8q1GLwTkpGJKXgoK81JjcCSxWtWpSxj333AOTyQQA8Hq9ePDBB2G320POYa9bIqLY5/EH4PIEUOv2s/sBURvZU/37jmAbi6tRH2ZRpiwBfTJ/3xHsuPSOtxAsUlocbk8//XRs27ZNvTxixAj89ttvIedwvgcRUWwKKAIurx/1vgDcXoWBlqgN1HsD2FhS1bCJQhX2VNeHPT/NagjuCJaXikE5ybAade1UaWJrcbj9+uuv27AMIiI6Vm5fAB6fgoAQCCgCSsO/AUXAF2CYJYo0RQj8dqCuYapBJX7a44A/zEIwvVbGiV3tapuu3FQTBwbbQFR7RXzzzTd4/PHHsX79euzduxcffPABLrzwQvV6IQTmzp2Ll156CdXV1TjllFOwcOFC9OrVSz2nsrISs2fPxscffwxZljFp0iQ888wzsFgsUXhERETty+MPwOn2o84T4GgsUTuodnnVHcHWFVYecSFYbqoJQ/KDo7MndrXDoNO0U6UdV1TDbV1dHQYMGIAZM2bgoosuanL9Y489hgULFuD1119Hfn4+7rnnHowePRpbtmxRF7dNmTIFe/fuxbJly+Dz+TB9+nRcffXVWLx4cXs/HCKiiBJCoN4XgCIQ0pJLAAgEBJweP0dkidqYP6Dg570OrGvoOfvrPifC9RKxGLQYlJuMIbnBvrPpNmOYs6ktSCJGmhhKkhQyciuEQFZWFm655RbceuutAICamhqkp6fjtddew+TJk7F161b07dsXa9euRUFBAQDg008/xbhx47B7925kZWW16L5bulcxEVFbUxQBly8Al8cPlzfAllxEUbC35vcdwTYWV8PlDb8Q7PgMK4bkpmJIfgp6Z9hiYiGYIgR27KtDjdsLu1GPnulmyBGeAmE16tq1i0NL81rMbmGxa9culJWVYdSoUeoxu92OYcOGYdWqVZg8eTJWrVqF5ORkNdgCwKhRoyDLMlavXo2JEyce9rY9Hg88Ho962eFwtN0DISI6gsZAW9cQaGNkzIGow6j3BbC55PcdwXZXhV8I1smix9C84LzZQTkpsCXF1kKwjcVVWLymBCUVdfApAjpZQnYnMy4fmo2BOYm/m2yrw21xcTGys7ObTIAWQqCkpAQ5OTkRKaysrAwAkJ6eHnI8PT1dva6srAxpaWkh12u1WqSmpqrnHM78+fMxb968iNRJRHQ0GGiJokcIgd/K69R5sz/uqYEv0PxrUKeRDloIloq8TrG7EGxjcRWeXLYdLm8ANqMONo0EX0DgtwNOPLlsO24+57iED7itDrf5+fnYu3dvk1BZWVmJ/Px8BALND93HijvvvBM333yzetnhcCA7OzuKFRFRohNCwONX4PErcPsCDLRE7aym3of1RcGR2XVFVahwesOen5NqamjTlYIB3ZJhjIOFYIoQWLymBC5vAJ0tekgIBnCDVkJnix7lTi8WrynBgOzkiE9RiCWtDrdCiMP+teJ0OkN2MDtWGRkZAIB9+/YhMzNTPb5v3z6cdNJJ6jn79+8P+Ty/34/Kykr18w/HYDDAYOBOH0TUNvwBBb6AgNevwBMItufiwi+i9hVQBLbu/X1HsG1ltWEXgpn1GgzK/X1HsIw4XAi2Y18dSirqYDPq1GDbSIIEq1GHkoo67NhXh+MyErerVIvDbeNIpyRJITuVAUAgEMDq1avV0BkJ+fn5yMjIwPLly9XbdTgcWL16NWbNmgUAGD58OKqrq7F+/XoMHjwYAPDll19CURQMGzYsYrUQEQGA1x/c/ECI4AiJACAEAAF4A8EA6wsoCITpc0lEbWefw63Om91QXIU6T/PvJksAjsuwBncEy01Fn0wrtBq5/YptAzVuL3yKgE1z+FFZvUZCrRCocYcftY53LQ63GzduBBAcuf3xxx+h1+vV6/R6PQYMGKB2NWgpp9OJHTt2qJd37dqFTZs2ITU1FTk5OZgzZw4efPBB9OrVS20FlpWVpXZU6NOnD8aMGYOrrroKzz//PHw+H66//npMnjy5xZ0SiIgOR51G4FPg9gfg9gUYWolijNsXwA+7a7CmsBLrCqtQXOkKe36qWR8cmc1NRUFuCuym2FoIdqzsRj10cnCOrUHbNOB6AwI6SYLdqD/MZyeOFofbr776CgAwffp0LFiwAFar9ZjvfN26dTjzzDPVy42jw1OnTsVrr72G22+/HXV1dbj66qtRXV2NU089FZ9++mnI9Id//etfuP7663H22WermzgsWLDgmGsjoo5HUQTqvMEFXpwTSxR7hBAorHCpUw1+2F19xIVgJ3S1Y0hDZ4Punc0xuxAsEnqmm5HdyYzfDjhD5twCgIBArduH7l0s6JlujmKVba9VfW59Ph+SkpKwadMmnHDCCW1ZV7tin1uijssfUBr6ygZQ72OgJYo1jnofNhRXqdMNyo+wEKxbShIKclMwND8VA7KTkRQHC8Ei6eBuCVajDnqNBG8gGGxNek1EuyUkRJ9bnU6HnJycuOiIQETUyBdQ4A8I+JSGfxvmxvoDgpskEMWYgCLwS5lDbdP1S1ktws0IStJpMCgnuaFNVwoy7UntV2wMGpiTgpvPOU7tc1srglMRunexsM9tc+6++27cddddeOONN5CamtoWNRERNdFcpxYhBPyKQEAR6mIuX0DA3xBk/YrgaCxRjDtQ61GnGqwvqoLT4w97fq80S3AhWF4q+mbZoIvzhWCRNjAnBQOyk9t8h7JY1epw+/e//x07duxAVlYWcnNzYTaHztvYsGFDxIojoo4toAg43X443D61lVZjwG38Ec2RV6L44/Ur2Ly7GusaphoUVoRfCJZi0qGgYd7s4NwUpJgSe0FUJMiSlNDtvsJpdbht7FRARNRW6r0B1Lp9qDvMoq7Gy4y0RPFDCIHiSpc61WDz7hp4/M33ftbIEvp3taEgNxhoe6RZOsyoIx27VofbuXPntkUdRBQj1A0IAgr8AQUWoxYGbdstyGic/+r1K/AGFG54QJQgnG4/1hc37AhWWIX9tZ6w52clGzEkNxUFeSkYmJMMk77VEYUIwFGEWyKKPiEElIaNBBQhIEGCTiO1qsVNY6j0+UXYDQgcbj/sSTqkmHTH1ELH61eaBFlfgPNhiRJFQBHYvq9WnTu7da8j7EIwo07GwOwUde5s15SOvRCMIqfV4TYQCOCpp57CO++8g+LiYni9oS05KisrI1YcUTQcGhyF+v+GXamUYL/Axh/aEgBJCm5tCCn4fzWvieC5jSRJgiwF50LJkgRZbrzPQ2sA/EowaPoV0bAwSoGiAAHRfCDUyjK0Gin40XDjhz6OQMPttXSuqhAC1S4v6jx+dLEawu6vLoRQR319DWGWIZYocZU7PepUg/VFVXC4wy8E69nFgiH5wTDbjwvBqI20OtzOmzcPL7/8Mm655Rb89a9/xd13343CwkIsWbIE9957b1vUSG0g0LC6vDHsBISAoh7DIaFOqOFLp5Fh0Mow6GQYtBpo5NiZA6U0Pp5mAmnjY1FE+AAbzyHMryjwKwB8kb9tX0BBaXU9rMbgKG6gIcj6GkZhg1vTMsQSJTKvX8GPe2rUqQa/ldeFPd+epENBbgqG5Ad3BEs1cyEYtb1WbeIAAD169MCCBQswfvx4WK1WbNq0ST32/fffY/HixW1Va5tp700chBCoqPNCloJ7h8iSBEkO/quVJeg1MuRWhMaDg6rS0BZJNIzwhQTYg/4fKVq5MegGw65B27raFUWEhlDR8hCqKMHL4UYyiYjo6AkhUFJVj3WFlVhTWIXNJdVHXAjWL8umTjXoyYVgCS0hNnEAgLKyMvTv3x8AYLFYUFNTAwA477zzcM899xxluR2Poz780JpWlqHTStBpZGhlCYpAmwfVo+FXFPg9CuoOWieg0wQDryxJzQbSxrBKRESxxenxY2NxNdY1zJ0tc7jDnp9pN6IgLwVDclMxMCcZZgOX81B0tfo7sFu3bti7dy9ycnLQo0cPfP755xg0aBDWrl0Lg6H90nui8ysK/F6gHvG3G1zjoiEiIop9imhcCBacO/tz6REWgmllDMhOxpC8VAzNT0HX5KRjWmxKFGmtDrcTJ07E8uXLMWzYMMyePRtXXHEFXnnlFRQXF+Omm25qixqJiIgogiqcHqwrqlJ3BKs5wruJ3buYMSQ3ONXghK526LVcCEaxq9Vzbg+1atUqrFq1Cr169cKECRMiVVe7isac211HmIRPREQUKb6Agp/21GBtw45gOw+E/x1kM2oxuCHMFuSloLOF78xSUwkz5/ZQw4cPx/Dhw4/1ZoiIiCiC9lTVY01hJdYWVmJTSTXcvuani8kS0DfThiH5wR3BeqVZY6obDlFrHFW4feONN/D8889j165dWLVqFXJzc/H0008jPz8fF1xwQaRrJCIioiNweYMLwRpHZ/fWhF8IlmY1YGh+cGR2UHYKLEYuBKPE0Orv5IULF+Lee+/FnDlz8NBDDyEQCC54Sk5OxtNPP81wS0RE1A4UIbBjvxPrGsLsT6WOsB10DFoZA7rZg6OzuanITuVCMEpMrQ63zz77LF566SVceOGFeOSRR9TjBQUFuPXWWyNaHBEREf2uyuVVw+z6oipUucIvBMvvbA5uopCXghO7JXMhGHUIrQ63u3btwsCBA5scNxgMqKvjIikiIqJI8QUUbCl1YG1Dz9lf9zvDnm81ajE4JxhmC/JS23WxD1GsaHW4zc/Px6ZNm5Cbmxty/NNPP0WfPn0iVhgREVFHVFpdr86b3VhcjXpf8/3OZQnonRHcEWxofiqOS+dCMKJWh9ubb74Z1113HdxuN4QQWLNmDd566y3Mnz8fL7/8clvUSERElLDqvQFsKqnGmsJKrCuswp7q+rDnd7EYgtvb5qdiUE4yrEZdO1VKFB9aHW7/9Kc/ISkpCX/961/hcrlw+eWXIysrC8888wwmT57cFjUSERElDCEEdh6oU6ca/LSnBv4wC8H0DQvBCvKCbbpyU01cCEYUxjFt4uByueB0OpGWlhbJmtodN3EgIqK2VO3yYn3DjmDriqpQWecNe35uqgkFDVMNTuxqh0GnaadKiVouITdxMJlMMJlMx3ITRERECccfULBlryMYZgursH1fLcKNJJkNmuCOYLnBvrPpNmO71UqUaFocbgcOHNiit0E2bNhwTAURUeJQhMCOfXWocXthN+rRM90MmW+nUoIqq3FjbWEl1hRWYlNxNeq8zS8EkwD0zrSqYbZPpo0LwSiuKEJg614HtuwFUk169MuyQY6R7+EWh9sLL7xQ/b8QAvPnz8ef//xnpKamtkVdRBTnNhZXYfGaEpRU1MGnCOhkCdmdzLh8aDYG5qREuzyiY1bvC2BzSTXWFVZhTWEldleFXwjWyaLHkNxUDM1PwaCcFNiSuBCM4lPjz/fdlS4oAtBpJPRIs2DWyB4Y0bNztMs7+jm3VqsVmzdvRvfu3SNdU7vjnFuiyNpYXIUnl22HyxuAzaiDTiPBFxBwuH0w6TW4+ZzjGHAp7jT+7A5ONajED3tq4As0/ytUp5FwYtffF4LldzZzIRjFvYN/viebdDDptPAGFFS5fLAYNHh4Yv82C7jtMueWiOhQihBYvKYELm8AnS16SAj+MjdoJXS26FHu9GLxmhIMyE7mFAWKeTX1voaFYJVYV1SFCmf4hWDZKUkYkpeKIfkpGNAtGUYuBKMEcujPd40sQ5YlGGUNMmwyyhweLFyxEyd37xTVKQoMt0QUUTv21aGkog42o04Nto0kSLAadSipqMOOfXU4LsMSpSqJDi+gBOcRNrbp2lZ2hIVgeg0GNWxvW5Cbigw7F4JR4gr7812SkGzSYed+J34udaB/N3uUqmS4JaIIq3F74VMEbJrD/9Wu10ioFQI17vAjYETtZZ/DrU41WF9chTpP+IVgx2VYg5so5KaiT6YVWo3cfsUSRdGRfr4bNDJqFIFKV3R/vrc43C5YsCDkst/vx2uvvYbOnUPnVdxwww2RqYyI4pLdqIdODs6xNWib/gD0BgR0kgS7UR+F6ogAty+AH3bXqDuCFVe6wp6fatarI7MFuSmwm7gQjDqmI/189wQU6GQJqabo/nxvcbh96qmnQi5nZGTgjTfeCDkmSRLDLVEH1zPdjOxOZvx2wBky5xYABARq3T5072JBz3RzFKukjkQIgcIKlzrV4Ifd1WEXgmllCf272TEkNwVD8lLRvQsXghEBTX++4+Cf70Kg2uVDn0wr+mW1/eL8cFocbnft2tWWdRBRgpAlCZcPzcaTy7aj3OmF1aiDXiPBGwgGW5Neg8uHZnMxGbWpWrcP64uqsa4h0B5wesKe3y0lCQUNYfak7GQk6bkQjOhQh/58t5t00EgSPAEF1Q3dEmaN7BH1frfHtP1uomArMKLIC+lzK4JTEdjnltpKQBHYVlbbMDpbiV/KaqGE+e1m0mswMDtZbdOVlZzUfsUSxbmQPrcAdHL79LllKzAiiqqBOSkYkJ3MHcqozRyo9WBdYSXWFFZhQ3EVat3+sOf3SrMEF4Llp6Jfpo0LwYiOUuPP99JqNwTieIcyIqLWkiWJ7b6oVcJt2ez1K9i8O7gj2NrCShRWhF8IlmLSYXBuCobmp2JwbgpSorzIhSiRyJKEPpk2dLEaol1KEwy3REQUEw7dslkrAV3sSejVxYy9NW5s2l0Dr19p9vM1soT+XW0oyA1ONeiRZuE7BUQdEMMtERFFXeOWnk6PHzqNjIAi4PAGcKDOgS2ljmY/LyvZiCG5qSjIS8HAnGSY9Py1RtTRteingMPR/A+WQ7XHgiwiIkoMwYVgDjzx+Xbsr/UgEG4VGACjTsbA7OCOYEPyUtE1hQvBiChUi8JtcnJyi3v8BQLN7+xCRERU7vSo82bXF1XBcYSFYDqNBJ0s4ZqRPTHmhHTouBCMiMJoUbj96quv1P8XFhbiL3/5C6ZNm4bhw4cDAFatWoXXX38d8+fPb5sqiYgobnn9Cn7aU6NuovDbEVohaiTApNfCrNfApNdAliVUuLzIsBsYbInoiFoUbkeOHKn+//7778eTTz6Jyy67TD12/vnno3///njxxRcxderUyFdJRERxQwiBkqp6dQOFzSXVcIdZCCZLgEaSYDZoYTNqYdDKIe8Wuv0Kt2wmohZr9cz7VatW4fnnn29yvKCgAH/6058iUhQREcUXp8ePjcXVDX1nK7HPEX5HsAybUZ03OyDbjvs/2YrfDjhh0MncspmIjkmrw212djZeeuklPPbYYyHHX375ZWRnZ0esMCIiil2KEPh1n1OdavBzaU3YHcGMWhkDspPVQNstJSlkdJZbNhNRpLQ63D711FOYNGkSli5dimHDhgEA1qxZg19//RXvvfdexAskIqLYUFnnVacarCuqQk29L+z53Tub1TB7Qlc79Nrm58sOzEnBzeccp/a5rW3Ysrl7Fwu3bCaiVpGEEOH7rhxGSUkJFi5ciF9++QUA0KdPH/z5z3+O25Hblu5VHClCCOw6woIKIqJo8wUaF4JVYV1hFXYccIY932bUYnBuMMwW5KWgs6X1OxeF26GMiGKL1ahr1x3KWprXjircJhqGWyKioD1V9VjbMG92U0k13L7wC8H6ZNowtCHMHpduhSZG9pYnorYXq+H2qLZy+d///ocXXngBv/32G95991107doVb7zxBvLz83HqqaceddFERNS+XN7gQrC1DX1n99a4w56fZjVgSF5we9tBOSmwGLkjGBHFllb/VHrvvffwxz/+EVOmTMGGDRvg8QRXxNbU1ODhhx/Gf//734gXSUREkaEIgR37neomCj+VOsLuCmbQyhjQzY4h+akYkpuK7NSkFm/qQ0QUDa0Otw8++CCef/55XHnllfi///s/9fgpp5yCBx98MKLFERHRsatyeUN2BKtyhV8IltfJpI7OntgtOexCMCKiWNPqcLtt2zacfvrpTY7b7XZUV1dHoiYiIjoGvoCCLaUOtU3Xr/vDLwSzGrUYnJOCIXkpKMhLbdc5dEREkdbqcJuRkYEdO3YgLy8v5PjKlSvRvXv3SNVFREStUFpd39DVoBIbiqtR7ws0e64sAb0zbGqbruMzuBCM6FBaWYZGI0EnS9DIErQaGbIE+AMCfkXAryjq/zvK2nxJkqCRJGg0wX+Nuth8V6fV4faqq67CjTfeiFdffRWSJKG0tBSrVq3CrbfeinvuuactaiQiokPUewPYVFKNtYWVWFdUhd1V9WHP72IxqCOzg3OTYTXq2qlSotZrDJO6hn81kgSBYIBszJECwe5Divj9X0UIKEJAkoL73EkSIEFq+BdojKC/34aARgreh1YjQStL0MoydBqpVXPL/QEFfkXAF1AQUAR8gWD4FeL3Og++36MV6Qzd+BBl+fevlyw1hPmGUN/4oZXluPkjuNXh9i9/+QsURcHZZ58Nl8uF008/HQaDAbfeeitmz57dFjUSEXV4Qgj8dqAuONWgqAo/7amBL9D8bzqdRsKAbslqoM3rZOJCMGpTOo0cDJEN32cHh0u54bhG/v3/If82BFBZklodLGNBMBwDRp0m2qUQjqHPrdfrxY4dO+B0OtG3b19YLJZI19Zu2OeWiGJRtcuL9UVV6o5glXXesOfnpppQ0DDV4MRudv6ipTal08hI0muQpAt+yHEyqkfxq8363M6YMQPPPPMMrFYr+vbtqx6vq6vD7Nmz8eqrrx5dxUREHZw/oGDr3lqsKazEusIqbN9Xi3CjD2aDBoNzgiOzQ/JSkG4ztlut1LFoZRl6bfBDp5GQpNNAq4nN+ZZErR651Wg02Lt3L9LS0kKOl5eXIyMjA36/P6IFtgeO3BJRtJTVuNWuBhuLq1DnbX4hmASgd6YVQ3KDO4L1ybTFzRw4ig+yJDUE2GCQNTT8n99nFAsiPnLrcDggRHBFYG1tLYzG30cIAoEA/vvf/zYJvJFQW1uLe+65Bx988AH279+PgQMH4plnnsGQIUMABIPi3Llz8dJLL6G6uhqnnHIKFi5ciF69ekW8FiKiY1XvC2BzSbXad7bkCAvBOpn1KMhLwdC8VAzKTYE9iQvBKHJ0GhkmvQZJeg10mmCQJYp3LQ63ycnJwdWHkoTjjjuuyfWSJGHevHkRLQ4A/vSnP+Gnn37CG2+8gaysLLz55psYNWoUtmzZgq5du+Kxxx7DggUL8PrrryM/Px/33HMPRo8ejS1btoQEcCKiaGh8p6Zxe9sfW7AQrH9Xu7qJQn5nc9wtrqHYJUnBKQVJeg1MDYGWKNG0eFrCihUrIITAWWedhffeew+pqanqdXq9Hrm5ucjKyopocfX19bBarfjwww8xfvx49fjgwYMxduxYPPDAA8jKysItt9yCW2+9FUBwG+D09HS89tprmDx5covuh9MSiCiSaup92NCwEGxtUSUqnOEXgmWnJGFIXnCqwYDsZCRxIRhFkFYOLvwyG4ILv/jHEsWriE9LGDlyJABg165dyMnJaZcXh9/vRyAQaDICm5SUhJUrV2LXrl0oKyvDqFGj1OvsdjuGDRuGVatWNRtuPR4PPB6PetnhcLTNAyCiDiGgCGzd+/uOYNvKjrAQTK/BwIYdwYbkpSLDzneZKLIMOg3MDdMNDFr+sUQdS6u7JXz55ZewWCy4+OKLQ46/++67cLlcmDp1asSKs1qtGD58OB544AH06dMH6enpeOutt7Bq1Sr07NkTZWVlAID09PSQz0tPT1evO5z58+e3yRQKIuo49jnc6o5g64urUOcJvxDsuHRrQ5uuFPTNtHGlOUWU1LBblEmvhVnPTgbUsbU63M6fPx8vvPBCk+NpaWm4+uqrIxpuAeCNN97AjBkz0LVrV2g0GgwaNAiXXXYZ1q9ff9S3eeedd+Lmm29WLzscDmRnZ0eiXCJKUB5fAJt31wR3BCusQlGlK+z5qWY9CnKDYbYgNxV2ExeCUWTJkqTOnTXptexoQNSg1eG2uLgY+fn5TY7n5uaiuLg4IkUdrEePHlixYgXq6urgcDiQmZmJSy+9FN27d0dGRgYAYN++fcjMzFQ/Z9++fTjppJOavU2DwQCDwRDxWokocQghUFTpwtpdwakGP+ypgdevNHu+VpZwQlc7hjZMNejehQvBKPIMDRsmmPQaGLQyv8eIDqPV4TYtLQ0//PAD8vLyQo5v3rwZnTp1ilRdTZjNZpjNZlRVVeGzzz7DY489hvz8fGRkZGD58uVqmHU4HFi9ejVmzZrVZrUQUWKqdfuwvqga6xrmzh5wesKe3zU5SZ03e1J2MpL0nNtIkaXTyDA2dDdI0mk4OkvUAq0Ot5dddhluuOEGWK1WnH766QCCnRRuvPHGFncnaI3PPvsMQggcf/zx2LFjB2677Tb07t0b06dPhyRJmDNnDh588EH06tVLbQWWlZWFCy+8MOK1EFFiCSgC28pq1YVgv5Q5oIRZCZak02BgTrLapisrOan9iqUOQZYkmAy/b2nLubNErdfqcPvAAw+gsLAQZ599NrTa4KcrioIrr7wSDz/8cMQLrKmpwZ133ondu3cjNTUVkyZNwkMPPQSdLjh/7fbbb0ddXR2uvvpqVFdX49RTT8Wnn37KHrdEdFgHaj1YV1iJNYVV2FBchVp3+F0Ve6VZ1NHZvlk29gWliJMkCSa9BmZDcDEYpxoQHZtWb7/baPv27di8eTOSkpLQv39/5ObmRrq2dsM+t0SJy+tX8MPuanUThcKK8AvBUkw6DM5NUfvOppj07VQpdSSNmymYDRqY9VrInG5AdEQR73N7qOOOO+6wO5UREUWTEALFlS61Tdfm3TXwhFkIppElnJBlU6ca9EizQObIGbWBxikHZr0WSToNAy1RG2lRuL355pvxwAMPwGw2h7TQOpwnn3wyIoUREbWU0+3HhuIqdXR2f234hWCZdiOGNozMDsxJhkl/1H/nEx2WJEnQyhIMWhl6rQyDVgOjjt0NiNpDi36ib9y4ET6fT/1/c/iiJaL2EFAEtu+rxbqGMLtlb/iFYEadjIHZv+8I1jWFC8EoshqnGZgMwRZdeg2DLFG0tCjcfvXVV4f9PxFReyl3etQwu76oCo4jLATr2cWi7gh2Qlc7F4JRxDVOMzDptTBxmgFRzOB7cUQUk7x+BT/tqcGahh3BfjvCIkx7ku73HcHyUpFq5kIwiqzGLW6TdBoYddxEgShWtSjcXnTRRS2+wffff/+oiyGijksIgd1V9eq82c0l1XCHWQgmS0C/LBsK8lIxNC8VvdK5EOxoKUJgx7461Li9sBv16Jlu5tcSDLNE8apF4dZut6v/F0Lggw8+gN1uR0FBAQBg/fr1qK6ublUIJiKq8/ixsbha3UShzOEOe36GzaiOzA7MSYbFwDefjtXG4iosXlOCkoo6+BQBnSwhu5MZlw/NxsCclGiX164kKbgALKlhRzCGWaL41KLfDIsWLVL/f8cdd+CSSy7B888/D40muNVkIBDAtdde2y49YokofilCYMd+pxpmfy51IBBmJZhRK2NA9u87gnVLSWLYiKCNxVV4ctl2uLwB2Iw62DQSfAGB3w448eSy7bj5nOMSOuA2jswatcGRWXYzIEoMrd7EoUuXLli5ciWOP/74kOPbtm3DiBEjUFFREdEC2wM3cSBqO5V1XqxrCLPri6pQXe8Le373zmYU5KVgaF4qTuhqh17LhWBtQRECd7z3I3474ERnix4Sfg91AgLlTi+6d7Hg0Un9E2qKgk4jw2zQwsSRWaK402abOPj9fvzyyy9Nwu0vv/wCRWl+fhwRdQy+QHAhWOPc2Z0Hwv8hZzNqQ3YE62wxtFOlHduOfXUoqaiDzagLCbYAIEGC1ahDSUUdduyrw3EZlihVGRkHB1qjThPtcoiojbU63E6fPh0zZ87Ezp07MXToUADA6tWr8cgjj2D69OkRL5CIYt+eqnp1qsHGkiq4feEXgvXNtKlh9rh0KzRsodTuatxe+BQBm+bwX3u9RkKtEKhxe9u5ssgw6DQwNcydZaAl6lhaHW6feOIJZGRk4G9/+xv27t0LAMjMzMRtt92GW265JeIFElHscXkbF4IFR2f31oRfCJZmNajzZgflpMBi5EKwaLMb9dDJwTm2Bm3TgOsNCOgkCXZjfLRU08oyjHoZpoatbfkHE1HH1erfMLIs4/bbb8ftt98Oh8MBAFxIRpTgFCGwc79TDbM/HWEhmEErY0A3OwoaAm1OqolzG2NMz3QzsjuZm51zW+v2oXsXC3qmm6NY5eHJkgSDLrilrUErw6CVoeUmHUTU4KiGT/x+P77++mvs3LkTl19+OQCgtLQUNpsNFkt8z80ioqAqlxfri6qwZldwR7AqV/iFYHmdTOro7IndkrkQLMbJkoTLh2bjyWXbUe70wmrUQa+R4A0Eg61Jr8HlQ7NjZjGZVpZhNmhgNmg5zYCIwmp1uC0qKsKYMWNQXFwMj8eDc845B1arFY8++ig8Hg+ef/75tqiTiNqYL6BgS6lDnTv7635n2POtRi0G5/y+I1gXKxeCxZuBOSm4+Zzj1D63tSI4FaF7F0tM9LmVJQlmgxYWgxZJegZaImqZVofbG2+8EQUFBdi8eTM6deqkHp84cSKuuuqqiBZHRG2rtPr3HcE2Flej3hdo9lxZAnpnWNWpBr0zbJzXmAAG5qRgQHZyzOxQJkkSTHoNLA3dDTidhYhaq9Xh9n//+x++++476PWhiwzy8vKwZ8+eiBVGRJFX7wtg00E7gu2prg97fmeLvmGqQSoG5STDlqRrp0qpPcmSFPV2X0n64JQDi14LmX80EdExaHW4VRQFgUDT0Z3du3fDarVGpCgiigwhBH47UBcMs0VV+GlPDXyB5heC6TQSBnRLVqca5HXiQjBqOwadBha9FmaDhgvCiChiWh1uzz33XDz99NN48cUXAQTfQnI6nZg7dy7GjRsX8QKJqHVqXD6sK6rCuqLg6GxlXfg+pbmpJhTkBTdROLGbnYt1qE3pNDIsBi3MBi0XHRJRm2j19rslJSUYM2YMhBD49ddfUVBQgF9//RWdO3fGN998g7S0tLaqtc1w+12KZwFFBBeCFVVi7a4qbN9Xi3AvarNBg0E5KWpng3Sbsd1qpfinCNHq+bka+feFYfzjiYiOVpttv5udnY3Nmzfj7bffxubNm+F0OjFz5kxMmTIFSUlJx1Q0EbVMmcONdQ3zZjcUV6HO0/xCMAnA8RlWDGkYne2TyYVgdHQ2FlepnRV8ioBOlpDdyXzYzgqyJMFkaFwYxk07iKj9tGrk1ufzoXfv3vjkk0/Qp0+ftqyrXXHklmKd2xfA5t0NO4LtqkRJVfiFYJ3MenWqweDcFNi5EIyO0cbiKjy5bDtc3gBsRh10muDuZo6Gnrg3n3McBuWmwtSwMMzMTgdEFGFtMnKr0+ngdoffZpOIjl3jH0BrC6uwrrASP7RgIVj/rsEdwYbmpSC/s5nBgiJGEQKL15TA5Q2E7GZm0ErobNGj3OnDv9fvxvkDukLHebREFGWtfq/ouuuuw6OPPoqXX34ZWi3faiKKlJp6HzYUVQVHZ4sqUeEMvxCsW0qSOm92QHYykjiXkdrIjn11KKmog82oU4OtJEmQZUAjyehkkVBU4cIvZbXo380e5WqJqKNrdTpdu3Ytli9fjs8//xz9+/eH2Ry67/j7778fseKIEllAEdi614F1DWH2l73hF4KZ9BoMzElWA22mnXPcqX3UuL3wKQJ2jQyNLEGWpZBFZAaNjBpFoNIV/g8yIqL20Opwm5ycjEmTJrVFLUQJb7/Dre4ItqG4Gk6Pv9lzJQDHpVsb5s6moG+mjb1Aqd1pZRlZ9iQYtTIg4bDfg56AAp0sIdWkP8wtEBG1r1aH20WLFrVFHUQJyeMLYPPuGqwtrMS6wioUVbrCnp9i0qkjs4NzU5DMsEBRcGjrrm4pSeiZbsXWvbXIsMkh87mFEKh2+dAn04p+WW2/IJeI6EhaHG4VRcHjjz+Ojz76CF6vF2effTbmzp3L9l9EBxFCoKjShbW7gm26fthTA69fafZ8rSzhhK42dYvb7l2O3DOUqC1oZRkmgwZmvRZJ+tD527IsYdbIHrjrgx9R5vAg2aSDQSPDE1BQ7fLBYtBg1sge3DaXiGJCi8PtQw89hPvuuw+jRo1CUlISnnnmGezfvx+vvvpqW9ZHFPNq3T6sL6pW+84ecHrCnt81OUmdajAwO6VJkCBqLzqNDLNBC5Nec8TNFUb07IyHJ/bHwhU7sXO/EzUNfW77ZFoxa2QPjOjZuZ2qJiIKr8V9bnv16oVbb70V11xzDQDgiy++wPjx41FfXw9Zju95gOxzS60RUAS2ldVibUOY/aXMASXMqyhJp8GgnGQUNEw3yErmux0UPQadBma9Bib90W1/qygCP5c6UOnyItWkR78sG0dsiahdRLzPbXFxMcaNG6deHjVqFCRJQmlpKbp163Zs1RLFuAO1HnVkdn1xFWrdzS8EA4CeaRYMbdhEoW+WDTouBKMokSQJRp0Mkz64scKxLkqUZYntvogoprU43Pr9fhiNoXvQ63Q6+Hy+iBdFFG1ev4IfGncEK6xEYcWRF4INzv19R7BUMxeCUfTIkgSTXgOTQQuTTsORVSLqUFocboUQmDZtGgwGg3rM7Xbjz3/+c0ivW/a5pXgkhEBJZT3WFgVHZzeXVMMTZiGYRpZwQpZN7WzQI83ChWAUVRpZCo7OGjRI0nHrWyLquFocbqdOndrk2BVXXBHRYojak9Pjx4biKqzdFRyd3V8bfiFYpt2ohtmBOckw6blDH0VXY6ANtuySGWiJiNCKcMv+thTvFCGwfV9tcKrBrkps2Rt+IZhRJ+Ok7OCOYEPzUtE1hQvBKPpkSYLJoIHFoOUILRHRYXDoiRJahdODdUVVWLOrEuuLquA4wkKw7l3MGJqXioK8FJyQZT+q1eREbSFJHwy0Zr2Wc2iJiMJguKWE4vUr+GlPcEewtUVV+O1A+JZr9qTGhWApKMhNQSeLIez5RO1Jr5VhadgpjFsvExG1DMMtxTUhBHZX1WNtYRXWFVViU3E13GEWgskS0C/LjiENbbp6pXMhGMUWrSzDbNDAYtTCoOUGH0RErcVwS3GnzuPHxuJqdROFMoc77PkZNmNwZDYvFQNzkmEx8NueYoskSTAbNLAadNyxjojoGPG3PMU8RQjs2O/E2sJKrNlVhS17HQiEWQlm1MoYkJ2sjs52S0niohuKSXqtDKtRB6uB82iJiCKF4ZZiUmWd9/cdwYqqUF0ffrOQ7p3Napg9oSsXglHskiUJZoMWVqMWRh1HaYmIIo3hlmKCL9C4EKwK6wqrsOOAM+z5NqNW3RGsIC8FnbkQjGKY1LBjmMWghUnP9l1ERG2J4ZaiZk9VvTpvdmNJFdy+8AvB+mTa1NHZ49Kt0PBtXIphkiTBqJNhNmhhYfsuIqJ2w3BL7cblDS4EW1dYhbVFlSitDr8QLM1qQEFeCobmpWJQTgosRn67UmzTyBKS9BqY9cENFhhoiYjaH9MCtRlFCOzc71TbdP20xwF/mIVgeq2MAd3s6ha3Oakmvn1LMU+nCY7OmvQazqElIooBDLcUUVUuL9YftCNYlSv8QrDcTiZ1R7ATu9phYDigONDYi9Zs4KIwIqJYw3BLx8QfUPDzXgfWFQYD7a/7wy8Esxi0GJSbHAy0uSlIsxnbqVKiY9PY5cBi0LIXLRFRDGO4pVbbWxPcEWztrkpsLKmGyxto9lxZAnpnWFHQMNWgd4aNC8EobrDLARFR/GG4pSOq9wWwuaQ6GGgLK7G7qj7s+Z0t+oapBqkYlJMMW5KunSoligyjLrj9rVmv5R9jRERxhuGWmhBC4LcDdcE2XUVV+GlPDXyB5heC6TQSTuyWjKENW9zmdeJCMIo/eq0MS8O0A62Gm4AQEcUrhlsCANS4fFhXFOxqsK6wChV13rDn56Sa1J6zJ3azc1ENxSWtLAdHaA0aGLT8HiYiSgQMtx1UQBHYUurA2qLgJgrby2rR/NgsYDZoMDgnRZ07m86FYBSnNLIEk57b3xIRJSqG2w6kzOHGuoYdwTYUVaEuzEIwCcDxGVZ1dLZPJheCUfySJAlmfXAebZKOC8OIiBIZw20Cc/sC2Lw7uBBsXWEViitdYc/vZNajoCHMDs5Jgd3EhWAUvyRJQpJOE+xHy+1viYg6DIbbBCKEQGGFK7gQrLAKP+yuPuJCsBO6/r4jWPfOZo5oUdwz6DTqwjC+20BE1PEw3MY5R70PG4qr1DZd5c7wC8G6pSSpYXZAdjKSOOeQEoBGloKB1qjlwjAiog4upsNtIBDAfffdhzfffBNlZWXIysrCtGnT8Ne//lUdYRRCYO7cuXjppZdQXV2NU045BQsXLkSvXr2iXH3bCCgCWxt2BFtbVIltZbVQwqwEM+k1GJiTrAbaTHtS+xVL1MYaF4ZxgwUiImoU0+H20UcfxcKFC/H666+jX79+WLduHaZPnw673Y4bbrgBAPDYY49hwYIFeP3115Gfn4977rkHo0ePxpYtW2A0JsaK/v0Od3BktqgSG4qq4fT4w55/XLpFDbN9M23s2UkJRaeRYTWyHy0RER1eTIfb7777DhdccAHGjx8PAMjLy8Nbb72FNWvWAAiO2j799NP461//igsuuAAA8M9//hPp6elYsmQJJk+eHLXaj4XHF8APe2rUubNFFeEXgqWYdGqYHZybgmSTvp0qJWofkiTBbNDAZtSxfRcREYUV0+F2xIgRePHFF7F9+3Ycd9xx2Lx5M1auXIknn3wSALBr1y6UlZVh1KhR6ufY7XYMGzYMq1atajbcejweeDwe9bLD4WjbB3IEQggUV7qwprAK6worsXl3Dbx+pdnztXLjQrBgZ4PuXcyQ+ZYsJRh2OyAioqMR0+H2L3/5CxwOB3r37g2NRoNAIICHHnoIU6ZMAQCUlZUBANLT00M+Lz09Xb3ucObPn4958+a1XeEt4HT7sb44uAhsXWEV9td6wp7fNTmpoU1XCgZmpyBJz9ErSkxGXbAfrVnPbgdERNR6MR1u33nnHfzrX//C4sWL0a9fP2zatAlz5sxBVlYWpk6detS3e+edd+Lmm29WLzscDmRnZ0ei5CN6fsVOLNuyDxuLq8IuBEvSNS4EC+4K1jWZC8EocTV2O7AaddBrOY+WiIiOXkyH29tuuw1/+ctf1OkF/fv3R1FREebPn4+pU6ciIyMDALBv3z5kZmaqn7dv3z6cdNJJzd6uwWCAwWBo09qb8+2OcqwvqjrsdT3TLOpUg35ZNui4WIYSnFGngS1JB3MCdDtQFIGfSx2odHmRatKjX5aNUymIiKIgpsOty+WCLIcGPI1GA0UJzkfNz89HRkYGli9froZZh8OB1atXY9asWe1dbouc3qsL/vdrOQAgOUn3+45guSlINXMhGCW+RByl/W5HORau2Imd+53wBQR0Ggk90iyYNbIHRvTsHO3yiIg6lJgOtxMmTMBDDz2EnJwc9OvXDxs3bsSTTz6JGTNmAAguOJkzZw4efPBB9OrVS20FlpWVhQsvvDC6xTfjnL7p8AYC6NHFgp5pFi4Eow7DqNOoLbzifZT2YN/tKMddH/wIp8ePFJMeeo0Mb0DB1r21uOuDH/HwxP4MuERE7UgSQoSZ+RldtbW1uOeee/DBBx9g//79yMrKwmWXXYZ7770Xen1wlLNxE4cXX3wR1dXVOPXUU/Hcc8/huOOOa/H9OBwO2O121NTUwGaztdXDUQkhsKu8rs3vhyjaEn3nMEURmLpoDbbudSDDZgwJ7UIIlDk86JNpxevTh3KKAhHRMWppXovpcNteGG6JIkeSJJj1wY4HSbr4n0sbzo+7a3DNG+tgNmgP23+33heAy+PHC38sQP9u9ihUSESUOFqa12J6WgIRxQ9D47SDDtSTttLlhS8goG9m8adBI6NGEah0edu5MiKijovhloiOmixJMBu0sCUl5rSDI0k16aHTSPAGFBjlpo/fE1CgkyWkctdAIqJ2w3BLRK2m18qwGnWwGjrOKO3h9MuyoUeaBVv31iLDJjeZc1vt8qFPphX9skLfPmPbMCKitsNwS0QtIkkSzAYNbEbdYeeXdkSyLGHWyB6464MfUebwINmkg0EjwxNQUO3ywWLQYNbIHiHBlW3DiIjaVmI0mSSiNqPTyOhkNiAn1YQ0q5HB9hAjenbGwxP7o0+mFS6PH/udHrg8fvTJtDZpA9bYNmzrXgfMBi3SrAaYDVq1bdh3O8qj+EiIiBIDR26JqAlJkmDSB0dpk/QMs0cyomdnnNy9U9ipBooisHDFTjg9/pC2YUZZgwybjDKHBwtX7MTJ3TtxigIR0TFguCUilVaWYTVqYTVqoeX2z60iy1LYdl8/lzqwc78TKSZ9k/ZokiQh2aTDzv1O/FzqYNswIqJjwHBLRDDpg4HWbOCPhLbCtmFERO2Dv8mIOiiNLAU7Hhi10HGUts2xbRgRUfvgbzSiDsao0yDNZkROqgmpZj2DbTtpbBtW5fLh0I0hG9uG9UizNGkbRkRErcPfakQdgFaWkWzSIzvVhKzkJFgM2oTeFjcWNbYNsxg0KHN4UO8LQFEE6n0BlDk8h20bRkRErcdpCUQJqrEvrdXAjgexorFtWGOf2xpFQCdL6JNpZZ9bIqIIYbglSjAGnQZWoxYWfcfePSxWtaRtGBERHT2GW6IEoJElmA3BjgcGLUdpY92R2oYREdHRY7ilFlOEwI59dahxe2E36tEz3Qw5SvM2Y6mWaGncaMFs0MKs13AOLRERERhuqYU2Fldh8ZoSlFTUwdcwTzC7kxmXD83GwJyUDltLNBh1GliMWpj1Wmj4VjYREVEIdkugI9pYXIUnl23HbwecSNJr0cmsR5Jei98OOPHksu3YWFzVIWtpTzqNjFSzHjkN3Q5sRh2DLRER0WEw3FJYihBYvKYELm8AnS16GLQyZEmCQSujs0UPlzeAxWtKoBzStzPRa2kPGlmCPUmHrilJyE41Idmk55a4RERER8DflBTWjn11KKmog82og4TQkUIJwR2uSirqsGNfXYeqpa3IkgSLUYsMe3CThU4WAxeIERERtQLn3FJYNW4vfIqATXP4t8D1Ggm1QqDG7e1QtUQSF4YRERFFDsMthWU36qGTJfgCAgZt09DlDQjoJAl2o75D1RIJWlmGPUkHq5H9aImIiCKF0xIorJ7pZmR3MsPh9kEgdC6rgECt24fsTmb0TDd3qFqOhVaW0cliQHZqEuwmHYMtERFRBDHcUliyJOHyodkw6TUod3rh9itQhIDbr6Dc6YVJr8HlQ7PbpcdsLNVyNHQaGZ2tDaE2ScfpB0RERG1AEiJBlpYfA4fDAbvdjpqaGthstja/PyEEdpXH16KnkN6yIvj2f0z0uY1yLS1h0mthS9LCpOcsICIioqPV0rzG37bUIgNzUjAgOzkmdgWLpVqao9PIsDRsh8v2XURERO2H4ZZaTJYkHJdhiXYZAGKrlkayJMFk0MBi4CgtERFRtPA3MNExMum1MBs0MOvZ9YCIiCjaGG6JjoJBp4FFr4XFqOU2uERERDGE4ZaohXQaGWaDFhaDFnot59ESERHFIoZbojAkSYLZoIHNqINRx21wiYiIYh3DLdFhaGQJNqOO3Q6IiIjiDMMt0UEMOg1sxuDUA26yQEREFH8YbqnDa+xJa+ZcWiIiorjHcEsdklaWYTEGW3gZtJxLS0RElCgYbqlD0Wtl2JN0nHZARESUoBhuqUNI0muQnKRHkp6jtERERImM4ZYSVmMbL3uSjlMPiIiIOgiGW0o4kiTBatTCnqSDjm28iIiIOhSGW0oYjb1pbUk6bolLRETUQTHcUtxjb1oiIiJqxHBLcUmWJFiMWliNWs6nJSIiIhXDLcUVvVaGLUkHK0dpiYiI6DAYbikumA1a2Iw6tvIiIiKisBhuKWbJDV0PbOx6QERERC3EcEsxR5Ik2IxaJJv07HpARERErcJwSzFDkiRYDFqkmHTQcqSWiIiIjgLDLUVd405iKSY9px8QERHRMWG4pajRaWRYG/rTcqSWiIiIIoHhltqdSa+FLUkLk57ffkRERBRZTBfULho7H9iTOJ+WiIiI2g7DLbUprSzDnqSD1aiFzM4HRERE1MYYbqlN6DQykk06WLiTGBEREbUjhluKKI0sIdmkhz1JF+1SiIiIqANiuKWIaNx4IcWk5/QDIiIiihqGWzpmFoMWKWb2qCUiIqLoY7ilo5akD268YNRpol0KEREREQAg5ofa8vLyIElSk4/rrrsOAOB2u3HdddehU6dOsFgsmDRpEvbt2xflqhObQadBpj0JmfYkBlsiIiKKKTEfbteuXYu9e/eqH8uWLQMAXHzxxQCAm266CR9//DHeffddrFixAqWlpbjooouiWXLC0mlkpNuM6JqchCQ9Qy0RERHFnpifltClS5eQy4888gh69OiBkSNHoqamBq+88goWL16Ms846CwCwaNEi9OnTB99//z1OPvnkaJSccJL0GtiTdNxRjIiIiGJezI/cHszr9eLNN9/EjBkzIEkS1q9fD5/Ph1GjRqnn9O7dGzk5OVi1alWzt+PxeOBwOEI+KJQkSbAadeiaEpx+wGBLRERE8SCuwu2SJUtQXV2NadOmAQDKysqg1+uRnJwccl56ejrKysqavZ358+fDbrerH9nZ2W1YdXzRyBJSTHrkpJrQxWqAQcvpB0RERBQ/4ircvvLKKxg7diyysrKO6XbuvPNO1NTUqB8lJSURqjB+6TQyOlsNyEk1IcWsh4a9aomIiCgOxc17zUVFRfjiiy/w/vvvq8cyMjLg9XpRXV0dMnq7b98+ZGRkNHtbBoMBBoOhLcuNG0adBskmzqclIiKixBA3I7eLFi1CWloaxo8frx4bPHgwdDodli9frh7btm0biouLMXz48GiUGTc0soQ0mxFZyZxPS0RERIkjLlKNoihYtGgRpk6dCq3295LtdjtmzpyJm2++GampqbDZbJg9ezaGDx/OTglhWAxadLIYOPWAiIiIEk5chNsvvvgCxcXFmDFjRpPrnnrqKciyjEmTJsHj8WD06NF47rnnolBl7NPIEjpbDDAb4uJpJyIiImo1SQghol1EtDkcDtjtdtTU1MBms7X5/QkhsKu8rs3vp5EkSTAbNOhk5mgtERERxaeW5jUO4SUwrSzDatTCatRCq4mb6dVERERER43hNgEl6TWwGnUw6zWQJI7UEhERUcfBcJtAjDoNUs16GHXceIGIiIg6JobbBKCVZaRa9LBwoRgRERF1cExDcUySJCQn6ZBs0nH6AREREREYbuOSLEmwGLVITtJxoRgRERHRQRhu44hOI8Nm1MFq1EJmSy8iIiKiJhhu40CSXgN7ko7b5BIREREdAdNSjGqcemAz6qDXcuoBERERUUsw3MYYvVaGLUkHi55TD4iIiIhai+E2BsiSBLMhuJMYe9QSERERHT2G2ygy6bWwGLXcSYyIiIgoQhhuo0CSJOSkmtjGi4iIiCjCmK6ihMGWiIiIKPKYsIiIiIgoYTDcEhEREVHCYLglIiIiooTBcEtERERECYPhloiIiIgSBsMtERERESUMhlsiIiIiShgMt0RERESUMBhuiYiIiChhcPtd6hAUReDnUgcqXV6kmvTol2WDLEvRLouIiIgijOGWEt53O8qxcMVO7NzvhC8goNNI6JFmwayRPTCiZ+dol0dEREQRxGkJlNC+21GOuz74EVv3OmA2aJFmNcBs0GLr3lrc9cGP+G5HebRLJCIioghiuKWEpSgCC1fshNPjR4bNCKNOA1mWYNRpkGEzwOkJYOGKnVAUEe1SiYiIKEIYbilh/VzqwM79TqSY9JCk0Pm1kiQh2aTDzv1O/FzqiFKFREREFGkMt5SwKl1e+AICes3hv80NGhk+RaDS5W3nyoiIiKitMNxSwko16aHTSPAGlMNe7wko0MkSUk36dq6MiIiI2grDLSWsflk29EizoMrlgxCh82qFEKh2+dAjzYJ+WbYoVUhERESRxnBLCUuWJcwa2QMWgwZlDg/qfQEoikC9L4AyhwcWgwazRvZgv1siIqIEwnDbzhRF4MfdNVix/QB+3F3DlfptbETPznh4Yn/0ybTC5fFjv9MDl8ePPplWPDyxP/vcEhERJRhu4tCOuJlAdIzo2Rknd+/EHcqIiIg6AEkcOhmxA3I4HLDb7aipqYHN1jbzLxs3E3B6/Egx6aHXyPAGFFS5fLAYNBxFJCIiIgqjpXmN0xLaATcTICIiImofDLftgJsJEBEREbUPhtt2wM0EiIiIiNoHw2074GYCRERERO2D4bYdcDMBIiIiovbBcNsOuJkAERERUftguG0n3EyAiIiIqO1xE4d2xM0EiIiIiNoWw207k2UJ/bvZo10GERERUULitAQiIiIiShgMt0RERESUMBhuiYiIiChhMNwSERERUcJguCUiIiKihMFwS0REREQJg+GWiIiIiBIGwy0RERERJQyGWyIiIiJKGAy3RERERJQwGG6JiIiIKGEw3BIRERFRwmC4JSIiIqKEoY12AbFACAEAcDgcUa6EiIiIiA6nMac15rbmMNwCqK2tBQBkZ2dHuRIiIiIiCqe2thZ2u73Z6yVxpPjbASiKgtLSUlitVkiSFO1yYprD4UB2djZKSkpgs9miXQ5FAJ/TxMTnNfHwOU1MfF5bTgiB2tpaZGVlQZabn1nLkVsAsiyjW7du0S4jrthsNr4IEwyf08TE5zXx8DlNTHxeWybciG0jLigjIiIiooTBcEtERERECYPhllrFYDBg7ty5MBgM0S6FIoTPaWLi85p4+JwmJj6vkccFZURERESUMDhyS0REREQJg+GWiIiIiBIGwy0RERERJQyGWyIiIiJKGAy3dFh79uzBFVdcgU6dOiEpKQn9+/fHunXr1OuFELj33nuRmZmJpKQkjBo1Cr/++msUK6YjycvLgyRJTT6uu+46AIDb7cZ1112HTp06wWKxYNKkSdi3b1+Uq6ZwAoEA7rnnHuTn5yMpKQk9evTAAw88ELLvOl+r8ae2thZz5sxBbm4ukpKSMGLECKxdu1a9ns9p7Pvmm28wYcIEZGVlQZIkLFmyJOT6ljyHlZWVmDJlCmw2G5KTkzFz5kw4nc52fBTxi+GWmqiqqsIpp5wCnU6HpUuXYsuWLfjb3/6GlJQU9ZzHHnsMCxYswPPPP4/Vq1fDbDZj9OjRcLvdUaycwlm7di327t2rfixbtgwAcPHFFwMAbrrpJnz88cd49913sWLFCpSWluKiiy6KZsl0BI8++igWLlyIv//979i6dSseffRRPPbYY3j22WfVc/hajT9/+tOfsGzZMrzxxhv48ccfce6552LUqFHYs2cPAD6n8aCurg4DBgzAP/7xj8Ne35LncMqUKfj555+xbNkyfPLJJ/jmm29w9dVXt9dDiG+C6BB33HGHOPXUU5u9XlEUkZGRIR5//HH1WHV1tTAYDOKtt95qjxIpAm688UbRo0cPoSiKqK6uFjqdTrz77rvq9Vu3bhUAxKpVq6JYJYUzfvx4MWPGjJBjF110kZgyZYoQgq/VeORyuYRGoxGffPJJyPFBgwaJu+++m89pHAIgPvjgA/VyS57DLVu2CABi7dq16jlLly4VkiSJPXv2tFvt8Yojt9TERx99hIKCAlx88cVIS0vDwIED8dJLL6nX79q1C2VlZRg1apR6zG63Y9iwYVi1alU0SqZW8nq9ePPNNzFjxgxIkoT169fD5/OFPKe9e/dGTk4On9MYNmLECCxfvhzbt28HAGzevBkrV67E2LFjAfC1Go/8fj8CgQCMRmPI8aSkJKxcuZLPaQJoyXO4atUqJCcno6CgQD1n1KhRkGUZq1evbvea4w3DLTXx22+/YeHChejVqxc+++wzzJo1CzfccANef/11AEBZWRkAID09PeTz0tPT1esoti1ZsgTV1dWYNm0agOBzqtfrkZycHHIen9PY9pe//AWTJ09G7969odPpMHDgQMyZMwdTpkwBwNdqPLJarRg+fDgeeOABlJaWIhAI4M0338SqVauwd+9ePqcJoCXPYVlZGdLS0kKu12q1SE1N5fPcAtpoF0CxR1EUFBQU4OGHHwYADBw4ED/99BOef/55TJ06NcrVUSS88sorGDt2LLKysqJdCh2Dd955B//617+wePFi9OvXD5s2bcKcOXOQlZXF12oce+ONNzBjxgx07doVGo0GgwYNwmWXXYb169dHuzSiuMCRW2oiMzMTffv2DTnWp08fFBcXAwAyMjIAoMlK+n379qnXUewqKirCF198gT/96U/qsYyMDHi9XlRXV4ecy+c0tt12223q6G3//v3xxz/+ETfddBPmz58PgK/VeNWjRw+sWLECTqcTJSUlWLNmDXw+H7p3787nNAG05DnMyMjA/v37Q673+/2orKzk89wCDLfUxCmnnIJt27aFHNu+fTtyc3MBAPn5+cjIyMDy5cvV6x0OB1avXo3hw4e3a63UeosWLUJaWhrGjx+vHhs8eDB0Ol3Ic7pt2zYUFxfzOY1hLpcLshz6Y1yj0UBRFAB8rcY7s9mMzMxMVFVV4bPPPsMFF1zA5zQBtOQ5HD58OKqrq0NG67/88ksoioJhw4a1e81xJ9or2ij2rFmzRmi1WvHQQw+JX3/9VfzrX/8SJpNJvPnmm+o5jzzyiEhOThYffvih+OGHH8QFF1wg8vPzRX19fRQrpyMJBAIiJydH3HHHHU2u+/Of/yxycnLEl19+KdatWyeGDx8uhg8fHoUqqaWmTp0qunbtKj755BOxa9cu8f7774vOnTuL22+/XT2Hr9X48+mnn4qlS5eK3377TXz++ediwIABYtiwYcLr9Qoh+JzGg9raWrFx40axceNGAUA8+eSTYuPGjaKoqEgI0bLncMyYMWLgwIFi9erVYuXKlaJXr17isssui9ZDiisMt3RYH3/8sTjhhBOEwWAQvXv3Fi+++GLI9YqiiHvuuUekp6cLg8Egzj77bLFt27YoVUst9dlnnwkAh32u6uvrxbXXXitSUlKEyWQSEydOFHv37o1CldRSDodD3HjjjSInJ0cYjUbRvXt3cffddwuPx6Oew9dq/Hn77bdF9+7dhV6vFxkZGeK6664T1dXV6vV8TmPfV199JQA0+Zg6daoQomXPYUVFhbjsssuExWIRNptNTJ8+XdTW1kbh0cQfSYiDtrIhIiIiIopjnHNLRERERAmD4ZaIiIiIEgbDLRERERElDIZbIiIiIkoYDLdERERElDAYbomIiIgoYTDcEhEREVHCYLglIiIiooTBcEtEFAMkScKSJUuiXQYRUdxjuCWiDmXVqlXQaDQYP358qz83Ly8PTz/9dOSLaoFp06bhwgsvbHL866+/hiRJqK6ubvMa7rvvPpx00kktOk+SJEiSBI1Gg+zsbFx99dWorKxs1f0195iJiMJhuCWiDuWVV17B7Nmz8c0336C0tDTa5cQFIQT8fn+rPqdfv37Yu3cviouLsWjRInz66aeYNWtWG1VIRPQ7hlsi6jCcTifefvttzJo1C+PHj8drr73W5JyPP/4YQ4YMgdFoROfOnTFx4kQAwBlnnIGioiLcdNNN6qgkcPjRzKeffhp5eXnq5bVr1+Kcc85B586dYbfbMXLkSGzYsKGtHiZWrlyJ0047DUlJScjOzsYNN9yAuro69fo33ngDBQUFsFqtyMjIwOWXX479+/er1zeOBi9duhSDBw+GwWDAm2++iXnz5mHz5s3q4z/c16+RVqtFRkYGunbtilGjRuHiiy/GsmXL1OsDgQBmzpyJ/Px8JCUl4fjjj8czzzyjXn/ffffh9ddfx4cffqje39dffw0AKCkpwSWXXILk5GSkpqbiggsuQGFhYcS+fkQU3xhuiajDeOedd9C7d28cf/zxuOKKK/Dqq69CCKFe/5///AcTJ07EuHHjsHHjRixfvhxDhw4FALz//vvo1q0b7r//fuzduxd79+5t8f3W1tZi6tSpWLlyJb7//nv06tUL48aNQ21tbcQf486dOzFmzBhMmjQJP/zwA95++22sXLkS119/vXqOz+fDAw88gM2bN2PJkiUoLCzEtGnTmtzWX/7yFzzyyCPYunUrzjnnHNxyyy3qiOzevXtx6aWXtqimwsJCfPbZZ9Dr9eoxRVHQrVs3vPvuu9iyZQvuvfde3HXXXXjnnXcAALfeeisuueQSjBkzRr2/ESNGwOfzYfTo0bBarfjf//6Hb7/9FhaLBWPGjIHX6z22Lx4RJQRttAsgImovr7zyCq644goAwJgxY1BTU4MVK1bgjDPOAAA89NBDmDx5MubNm6d+zoABAwAAqamp0Gg06mhna5x11lkhl1988UUkJydjxYoVOO+881p8O5988gksFkvIsUAgEHJ5/vz5mDJlCubMmQMA6NWrFxYsWICRI0di4cKFMBqNmDFjhnp+9+7dsWDBAgwZMgROpzPk9u+//36cc8456mWLxaKOyB7Jjz/+CIvFgkAgALfbDQB48skn1et1Ol3I1zk/Px+rVq3CO++8g0suuQQWiwVJSUnweDwh9/fmm29CURS8/PLL6uj5okWLkJycjK+//hrnnnvuEWsjosTGcEtEHcK2bduwZs0afPDBBwCCb5tfeumleOWVV9Rwu2nTJlx11VURv+99+/bhr3/9K77++mvs378fgUAALpcLxcXFrbqdM888EwsXLgw5tnr1ajWwA8DmzZvxww8/4F//+pd6TAgBRVGwa9cu9OnTB+vXr8d9992HzZs3o6qqCoqiAACKi4vRt29f9fMKCgqO5uECAI4//nh89NFHcLvdePPNN7Fp0ybMnj075Jx//OMfePXVV1FcXIz6+np4vd4jLljbvHkzduzYAavVGnLc7XZj586dR10vESUOhlsi6hBeeeUV+P1+ZGVlqceEEDAYDPj73/8Ou92OpKSkVt+uLMshUxuA4Nv+B5s6dSoqKirwzDPPIDc3FwaDAcOHD2/12+hmsxk9e/YMObZ79+6Qy06nE9dccw1uuOGGJp+fk5ODuro6jB49GqNHj8a//vUvdOnSBcXFxRg9enSTesxmc6vqO5her1drfeSRRzB+/HjMmzcPDzzwAADg//7v/3Drrbfib3/7G4YPHw6r1YrHH38cq1evDnu7TqcTgwcPDgnvjbp06XLU9RJR4mC4JaKE5/f78c9//hN/+9vfmrxtfeGFF+Ktt97Cn//8Z5x44olYvnw5pk+fftjb0ev1TaYBdOnSBWVlZRBCqG+Tb9q0KeScb7/9Fs899xzGjRsHILggqry8PEKPLtSgQYOwZcuWJiG40Y8//oiKigo88sgjyM7OBgCsW7euRbd9uMffUn/9619x1llnYdasWcjKysK3336LESNG4Nprr1XPOXTk9XD3N2jQILz99ttIS0uDzWY7qlqIKLFxQRkRJbxPPvkEVVVVmDlzJk444YSQj0mTJuGVV14BAMydOxdvvfUW5s6di61bt+LHH3/Eo48+qt5OXl4evvnmG+zZs0cNp2eccQYOHDiAxx57DDt37sQ//vEPLF26NOT+e/XqhTfeeANbt27F6tWrMWXKlKMaJW6JO+64A9999x2uv/56bNq0Cb/++is+/PBDdUFZTk4O9Ho9nn32Wfz222/46KOP1NHUI8nLy8OuXbuwadMmlJeXw+PxtLiu4cOH48QTT8TDDz8MIPg1WbduHT777DNs374d99xzD9auXdvk/n744Qds27YN5eXl8Pl8mDJlCjp37owLLrgA//vf/7Br1y58/fXXuOGGG5qMYhNRx8RwS0QJ75VXXsGoUaNgt9ubXDdp0iSsW7cOP/zwA8444wy8++67+Oijj3DSSSfhrLPOwpo1a9Rz77//fhQWFqJHjx7qW+B9+vTBc889h3/84x8YMGAA1qxZg1tvvbXJ/VdVVWHQoEH44x//iBtuuAFpaWlt8lhPPPFErFixAtu3b8dpp52GgQMH4t5771WnY3Tp0gWvvfYa3n33XfTt2xePPPIInnjiiRbd9qRJkzBmzBiceeaZ6NKlC956661W1XbTTTfh5ZdfRklJCa655hpcdNFFuPTSSzFs2DBUVFSEjOICwFVXXYXjjz8eBQUF6NKlC7799luYTCZ88803yMnJwUUXXYQ+ffpg5syZcLvdHMklIgCAJA6dLEZEREREFKc4cktERERECYPhloiIiIgSBsMtERERESUMhlsiIiIiShgMt0RERESUMBhuiYiIiChhMNwSERERUcJguCUiIiKihMFwS0REREQJg+GWiIiIiBIGwy0RERERJYz/B51WSOP29fKhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for method in methods:\n",
    "    actual = data['Actual']\n",
    "    predicted = data[method]\n",
    "\n",
    "    # Regression plot\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.regplot(x=actual, y=predicted)\n",
    "    plt.title(f\"{method} - Regression Plot\")\n",
    "    plt.xlabel(\"Actual Heart Rate\")\n",
    "    plt.ylabel(\"Predicted Heart Rate\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Regression plot by 'Body' condition\n",
    "for method in methods:\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.lmplot(x='Actual', y=method, col='Body', data=data)\n",
    "    plt.subplots_adjust(top=0.9)\n",
    "    plt.suptitle(f\"{method} Regression Plot by 'Body' Condition\")\n",
    "    plt.xlabel(\"Actual Heart Rate\")\n",
    "    plt.ylabel(\"Predicted Heart Rate\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5EydOTDb/lKShQ4fq1FNP1T//+c9kGZALLrhA4XBYzz33XHK7Z555RrFYbIdXQlRVValPnz6tHk/Df2vV1dUqKSnREUccoVAopK+++iplW7fbnVLSyOv16rLLLtPWrVv1ySeftPqYrTV9+vSU8S1btkzffPONzjnnHJWWliZfv8FgUMccc4zee+892bbd7P7a8twsWbJEW7du1RVXXJFS53/q1KkaPXp0k6+Dyy+/POX2EUccoW+//TZ5+//9v/8nt9ud8v+Vy+Vq8d9we7T1NZydnZ3yuvJ6vTr44INTxg4AANBdUdoFAAD0GAcffLAOPPDARsvz8vJSSr588803MsZo9913b3I/DUsNrF+/XjfeeKP+7//+r1GQW1lZmXLb7Xan1P9urUsvvVQ//OEP5XQ6lZubm6wl3NAFF1ygn/70p1q3bp2GDRumZ599VtFotNWlIQ455BDddtttsixLX3zxhW677TaVl5fL6/Umt/nmm29UWVmpoqKiJvexdetWSUoGx7vttlvK+vz8/EalYhJGjBiRcvubb76RtK1O+PYCgYAkyefz6c4779QvfvEL9evXTxMmTNBJJ52kCy64QP3795ckTZo0SdOmTdMtt9yi+++/X0cddZROO+00nXPOOY2ex4Ti4mKFQiHtueeejdaNGTNGtm1rw4YN2muvvZLLhw4dmrJd4rE2F/Bv7/nnn1cgEJDH49HgwYNbLIchbXuetx+j1+vVyJEjWx3gN6ep1/8ee+yhUCik4uJi9e/fX6NHj9ZBBx2kJ598UhdffLGkeFmXCRMmNPr9by8QCKi6urrV41m+fLmuv/56vf32240+xNj+39rAgQMbNazdY489JElr167VhAkTWn3c1mju9dtSKZTKyspm/z0EAoFWh8PNvQ4kafTo0frPf/6TsiwjI0N9+/ZNWZaXl5fyOl23bp0GDBjQqARQU8fYGW19DQ8ePLjRB4N5eXn673//26HjAgAA6AwE6QAAoNexbVsOh0OvvfZayizphES4ZFmWjj32WJWVlem6667T6NGjlZWVpe+//14XXnhhoxmnPp8vZdZla+2+++6aPHlyi9ucffbZuvrqq/Xkk0/qN7/5jZ544gkdeOCBrQ6+CgsLk8eYMmWKRo8erZNOOkkPPvigrrnmGknx56WoqChl5ntD24dzbdFwNm/iWFK83nIiEG/I7d72Z+hVV12lk08+WS+++KL++c9/6oYbbtAdd9yht99+W+PGjZPD4dBzzz2nDz74QC+//LL++c9/6sc//rHuvfdeffDBB62qF94aTb1WpHi96dY48sgjVVhY2CFj6UoXXHCBfv7zn+u7775TOBzWBx98oD/96U87vN/o0aO1bNkyRSKRlA9smlJRUaFJkyYpEAjo1ltv1ahRo5SRkaFPP/1U1113XYuzu9ujuas4LMtq8vfc3Ov37rvv1v7779/kvlp63Y0ePVpLly7Vhg0bNGTIkFaOunWae532BDv7bwwAACCdCNIBAECvM2rUKBljNGLEiOQs1qZ8/vnn+vrrr/Xoo4/qggsuSC5/880323S81pRe2ZH8/HxNnTpVTz75pM4991wtWrRIDzzwQLv3N3XqVE2aNEm33367LrvsMmVlZWnUqFH617/+pcMOO6xRcNjQsGHDJEmrVq1KmalbWlra6tnZidnYRUVFO/wQIbH9L37xC/3iF7/QN998o/3331/33nuvnnjiieQ2EyZM0IQJEzR79mzNnz9f5557rp5++mn95Cc/abS/vn37yu/3a+XKlY3WffXVV3I6nR0ecLZV4nleuXJlSvmZSCSiNWvWpDxv7XmNJWZVN/T111/L7/enfGhy9tln65prrtFTTz2l2tpaeTwe/c///M8O93/yySdr8eLFev755/WjH/2oxW3fffddlZaW6oUXXtCRRx6ZXL5mzZomt9+4caOCwWDKrPSvv/5akpJNalt6TvLy8lRRUdFo+bp161Ke6+YkXr+BQKBVr9/tnXzyyXrqqaf0xBNPaNasWS1u2/B1sP0VHCtXrkyub4thw4bprbfeUk1NTUrg39S/h6a09vXWltcwAABAT0eNdAAA0OucccYZcrlcuuWWWxrNdDTGqLS0VNK22ZENtzHG6MEHH2zT8bKyshqVpmiP888/XytWrNAvf/lLuVwunX322Tu1v+uuu06lpaX6y1/+Ikk666yzZFmWfve73zXaNhaLJYPHY445Rm63W3PmzEnZpjWzlBOmTJmiQCCg22+/vcm65sXFxZKkUCikurq6lHWjRo1Snz59FA6HJcVLq2z/e0zMEk5ssz2Xy6XjjjtOL730ktauXZtcvmXLFs2fP1+HH354srxMukyePFler1d/+MMfUh7f3/72N1VWVmrq1KnJZe15jS1evFiffvpp8vaGDRv00ksv6bjjjkuZGVxYWKgTTjhBTzzxhJ588kkdf/zxrZpZf/nll2vAgAH6xS9+kQy5G9q6datuu+02SU3/W4tEInrooYea3HcsFtMjjzySsu0jjzyivn37Juu+J0L2pgLzUaNG6YMPPlAkEkkue+WVV7Rhw4YdPi5JGj9+vEaNGqV77rlHNTU1jdYnXr/NOfPMM7XPPvto9uzZWrx4caP11dXV+u1vfytJOvDAA1VUVKSHH3445fX82muv6csvv0x5HbTWiSeeqFgslvJv2LIs/fGPf2zV/bOyspp8XrfXltcwAABAT8eMdAAA0OuMGjVKt912m2bNmqW1a9fqtNNOU58+fbRmzRotWLBAl156qa699lqNHj1ao0aN0rXXXqvvv/9egUBAzz//fKtnXSeMHz9ezzzzjK655hoddNBBys7O1sknn9zmcU+dOlUFBQV69tlndcIJJzRby7y1TjjhBO2999667777NHPmTE2aNEmXXXaZ7rjjDi1btkzHHXecPB6PvvnmGz377LN68MEHdeaZZ6pfv376+c9/rnvvvVennHKKjj/+eH322Wd67bXXVFhY2KrZqoFAQHPmzNH555+vAw44QGeffbb69u2r9evX69VXX9Vhhx2mP/3pT/r66691zDHH6KyzztLYsWPldru1YMECbdmyJflBwqOPPqqHHnpIp59+ukaNGqXq6mr95S9/USAQ0IknntjsGG677Ta9+eabOvzww3XFFVfI7XbrkUceUTgc1l133bVTz21H6Nu3r2bNmqVbbrlFxx9/vE455RStXLlSDz30kA466KCUpozteY3tvffemjJlin72s5/J5/MlQ+tbbrml0bYXXHCBzjzzTElq8oOWpuTl5WnBggU68cQTtf/+++u8885LhtyffvqpnnrqKU2cOFGSdOihhyovL0/Tp0/Xz372MzkcDj3++OPNlvQYOHCg7rzzTq1du1Z77LGHnnnmGS1btkz/+7//m+xxMGrUKOXm5urhhx9Wnz59lJWVpUMOOUQjRozQT37yEz333HM6/vjjddZZZ2n16tV64okndli3PsHpdOqvf/2rTjjhBO2111666KKLNGjQIH3//fd65513FAgE9PLLLzd7f4/HoxdeeEGTJ0/WkUceqbPOOkuHHXaYPB6Pli9frvnz5ysvL0+zZ8+Wx+PRnXfeqYsuukiTJk3Sj370I23ZskUPPvighg8frquvvrpVY27o5JNP1mGHHaZf//rXWrt2rcaOHasXXnih1R/GjB8/Xv/617903333aeDAgRoxYoQOOeSQRtu15TUMAADQ4xkAAIBubu7cuUaS+fjjj5tcP2nSJLPXXns1Wv7888+bww8/3GRlZZmsrCwzevRoM3PmTLNy5crkNitWrDCTJ0822dnZprCw0FxyySXms88+M5LM3Llzk9tNnz7dZGVlNXn8mpoac84555jc3FwjyQwbNswYY8yaNWuMJHP33Xe3+rFeccUVRpKZP39+q+8zbNgwM3Xq1CbXzZs3r9Fj+d///V8zfvx4k5mZafr06WP22Wcf86tf/cps3LgxuU0sFjM33HCD6d+/v8nMzDQ/+MEPzJdffmkKCgrM5ZdfntxuR7+bd955x0yZMsXk5OSYjIwMM2rUKHPhhReaJUuWGGOMKSkpMTNnzjSjR482WVlZJicnxxxyyCHmH//4R3Ifn376qfnRj35khg4danw+nykqKjInnXRSch8JksxNN92UsuzTTz81U6ZMMdnZ2cbv95ujjz7avP/++ynbNPcY3nnnHSPJvPPOO00+toSbbrrJSDLFxcUtbpc4zpo1a1KW/+lPfzKjR482Ho/H9OvXz8yYMcOUl5enbNPca6w5kszMmTPNE088YXbffXfj8/nMuHHjmn0s4XDY5OXlmZycHFNbW9vivre3ceNGc/XVV5s99tjDZGRkGL/fb8aPH29mz55tKisrk9stWrTITJgwwWRmZpqBAweaX/3qV+af//xno+c48e95yZIlZuLEiSYjI8MMGzbM/OlPf2p07JdeesmMHTvWuN3uRq/ze++91wwaNMj4fD5z2GGHmSVLlphJkyaZSZMmJbdJ/I6fffbZJh/b0qVLzRlnnGEKCgqMz+czw4YNM2eddZZ56623WvXclJeXmxtvvNHss88+xu/3m4yMDLP33nubWbNmmU2bNqVs+8wzz5hx48YZn89n8vPzzbnnnmu+++67lG2a+38o8RpsqLS01Jx//vkmEAiYnJwcc/7555ulS5c2ep6auu9XX31ljjzySJOZmWkkmenTpxtjdu413Nz/09OnT9/h6xkAAKA7cBhDZxcAAIDu4uqrr9bf/vY3bd68WX6/P93DSVFRUaG8vDzddtttybIU6B1isZgGDhyok08+WX/729/SOpajjjpKJSUl+uKLL9I6DgAAAKAhaqQDAAB0E3V1dXriiSc0bdq0tIfotbW1jZYlmp8eddRRXTsYdLoXX3xRxcXFKU13AQAAAGxDjXQAAIA027p1q/71r3/pueeeU2lpqX7+85+ne0h65plnNG/ePJ144onKzs7Wf/7zHz311FM67rjjdNhhh6V7eOggH374of7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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Regression plot by 'Capture' condition\n",
    "for method in methods:\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.lmplot(x='Actual', y=method, col='Capture', data=data)\n",
    "    plt.subplots_adjust(top=0.9)\n",
    "    plt.suptitle(f\"{method} Regression Plot by Capture Condition\")\n",
    "    plt.xlabel(\"Actual Heart Rate\")\n",
    "    plt.ylabel(\"Predicted Heart Rate\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "times = ['Time Savgol ', 'Time HeartPy', 'Time CNN']\n",
    "# ['Savgol and Color Extraction', 'HeartPy', 'CNN']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Video Title', 'Savgol and Color Extraction', 'HeartPy', 'CNN',\n",
       "       'Capture', 'Body', 'Actual', 'Time CNN', 'Time HeartPy',\n",
       "       'Time Savgol '],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
